{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 1. N维数组"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 机器学习用的最多的是N维数组，N维数组是机器学习和神经网络的主要数据结构。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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IpRESEZGb4xolALp6E1an5DIpl1FNnRHr0nLBtJyUyw9DJ0/GgIB6HP12Eb4+rEXLTxQB5QdX4fUXlmG/zsZLSkRE1OF5/Ii5URCxJjUXVXWWiqGRK5gEEZsOFcAkSlCpmJqTcmkSJuHxh47hxY92YNVLj+PkTZNw4+j+iAtVQ1eYgb1/bMLm7WcRes39mJq/HBtq5Y6YiIjciUcn5pIk4Yd9+Sio0ssdikc7nl+NrBIdAIB5OSmbBvE3zMW7YYn4bPl6pKz/BHvXN/5OjcC4Ybjx7x9i5rgY7HlrBcDEnNycKEoo0xmsWmvV1rqlJmuUmq9NMlsXFRXkgx6d7Z/nVWsQoKs3NV0n1WJ/DQUHJPPYm63BanXNVbO2TIKIIQlhCPCxP6Wq0BlgFKTzbZ/fX5N9N12P1jTWpmvPIAEiWr63jc/z9VJjSDf7l6gbBRGVtUaz985CoQez/dmyBq/5Y42xx4b5Ij4i0O6YlUIlSbYu0es4fj1ahD2nK+QOw6NV1Brwr/9lnv/57ssTsOSuoTJGROQsBpRlHkV6TilqxABExfVCv+TOsLPoC5EsNh8qwIGzVS7bn94oICrIB09c18uu59foTfhyRzaq9SYnR9a64/lVWDRjCDoF+9r1/MO5VfjpQIGTo2qdIIrIr6jDJ3cPs+v5oihhzZ7c8wNqrlBZa8DoHpGYPKyry/YpF4+dY56aVc6kXGYGk4j1ablyh0HUTnwQ2eMSXHbVdbj+6ssxlEk5KcxfGWUuTcpFUcKGvXkNI752MJhErE7NcWlSrtMbsWFfvt3PP1Oqw6aDrkvKAeDA2UqUaOvtfv6WI0UuTcoFUcTqlByX7U9uHpmYnyzU4rdjxXKH4fH2ZpejqLrphwPnmBMRye9oXjX+SC9x6T6P5VfhdKkOKjvKAIiShA378lp8p7SnxpFjwL5pmKXaenyXltcw1cNFKmsN+O+RIrufv+tUGQ6crXRiRG3bmVGKcp3BpfuUk8cl5vmVdQ71bsk5iqv1+ONEyw99puVERPI6W1aLjS4exa3RG89P57Anyf3vkSKcKnbdKC4ApJ0uR+G5NWq2hlxTb8Lq1FzUm1xXDU4QRXyz6ywA+wbBjuVXY6uF7+32VFRVh50ZZQA8Zw2aRyXmlbUGrEnNhcmV3VNqwWAUsCbV8mUpTznxiIjcUVmNAd+l5UJw4fekIIr41myqgq3fA7szy7DvjGtHcSt09fj9+IUr77YkukZBxFoXV4OTJAnb00vO79PWr9qc8lqXzoMHGhbVrtpt/3GhVB6TmNcZBKxOyUWtQZA7FI8mSRK2pZdA28ocQHsuYRIRkeN09SasTs1x+T09UrPKm8x5tuV74Hh+Nf533LWjuIIoYuW5kedG1kYsSRI2yFANrqhKj92Z5ed/tiXJLasx4Ls9ru2sSZKEnw8XoM54IWfzlPzAIxJzQZTw/d48lHnQHCV3lVNei7Ts1hfdekqPmIjInRgFEWv35KKy1rX39Cirqbc4rdEauRV1+NHFo7iSJOF/x4tbHVxqy69Hi5FRVOPkqC7OKIj4ZnezjoSVX7aNnbU6F3fWzpTV4khutUv36S48IjHfeLAAZ8tYMFhudQYT1u5hFRYiInciSRJ+3J+P/ErXjuIKooRvdp1p8bg1OWOFzoC1qa4dxQWAgko90ixUdLMm5tSs8osOTLUHSZKw+WBBi7ns1qTlJpk6awaTgNUpZ1s87ikDdx3+BkPbTpTgaJ5n9rrciSCI2HyoAIY2Frp4yolHROQujhdoUWsQEB/hb9X2rX5Mt/IB3tr2y7Zloaa+5fTStr4GREnCX6fKEBXs08aWbbRnY7wVtQa8t6VlwtjQ1MWjLtXW42RRjcvf479OleJYfsscyJrv2n1nKqFRqxyL2cZ4BUHEgi3pFivVeEp60KET84NnK7HzVJncYRCAjOIanCx07eU7suzA2UrUGYRzd5Vrfqe2pndga+3ufmLzu9O1cme9xrvp3TE6we54q+uMOJZf3eLOdy3uMtfszndN7+TXxt39mr2euAh/jOndye6Ys4prUFRdb/kOfbDiLneW3k9Lr/lc+7X1Am4fFYcgP2+74hVECfvOVMAktPz7tvreWri7X4u7Flp8jQ3/9/dRY/KwOLvfY3Kev397UJb9Hs61XCO9rSRXrVJh6e+n2iOkiyrR1rc6uNRW0vi3f6c6PyAr+HrZPzHi1Q1HnRiJdQwmEdmllmc4eEo55Q6bmGeV6LD5cKHcYRAaymBt2Jdn1baecuLJZXt6CXZkuK6zajKJ2Hmq1O7EvN4oYHVqrkM3w7BVYVUdetcG252YZ5XosHpPLlx1T2VRkvDzwQLcOsL+O+JtPlSAwy6cz1lvFJBZXMPEnCxS4teA0mJW4kJKpb3H9uqQc8yLq/VYtzfPZV+M1DpBFPF9mvVJioecd7I4lFPl0qRckiRsP9l6BZ62iKKEdXvzXJqUG00Cvt2dY/dxKMdnz9myWhzKrbK7U/vnyVKXJuWiKOKnA/kunxtMRBd4SpKrRB0uMdfqjVidmtvmXGZyjf1nKm1aUMQPi/aRXarD5kOurV5QWKVHSlZ52xu24ufDhTjdyiXN9iCJErYcKWxSnssWcnz26C9yTwBrHM6pwp8nS50YUdtOFta4vCoFuafWPu+V+DXgriPQrXXYlfhdq8CQ7dKhEnODScSa1Fy7R+jIuSpqDPj1qP23/iXnKNHW43sX3/bZaBKxanfjHeZsf/7OjFIczLE8/7S9ZJfpzpfnsnX0WY7PHlFsuAV548izrW9zdqkOm1zcWdPVm7D+3LQ2JSYG5BpKnNKotJDdtSNxMUo8LuzRYRJzUWq47F1U7brL3tQ6QRDxbarl1esX4yknnqvU6Btq0Lryts+SJGHToQvluWz9ix7Jq8K2dNeO4jYfebblMJTrs+d4QTVOl1y4BbktMcvRWRNFqel7rMDEgKg1ivvqUlq8UGTIdukwifkvh4uQZfYlRfJpvPWvPbVPPeXEcwWDScSaPbmornPtFaSskhocNyvPZUtn62xZLTbKcMOQ79NymySpthyHcnz26PRG/Lg/v8lj1ia6NfWu76wBQFp2OQrN7naouESGnK61Y1aJx4a7djQ71HQhJQZthw6RmO86VYb9ZyvlDoPOKazSY7edc4s95cRrb6LUMM2h0MW3fdYbhRY3kbL2T1paU4/vmiXIrnAkt6rFDcis7UzI8dkjiSK+tTCv3JqQjULDlBtXd9Yqa+vx+7HiJo/xXKfWKPHYUGLMSuMpV9QVn5gfy6/GVjtv50vOZxREfGvhjl3WctdRB6X59UgRThW7dhRXkiSsTc1pUZHEms9SXb0Jq1NyoXfxbZ9r9EZsPGjfCP1xmT57UrLKUWxh2kxb77MkSdiwL9/lnTVBFLFyl4W7+PFcJ5KNh+S4iqToOuY55bX4ycWXval1jbf+dSS54oeF47R6I75Py217w3OcNUCddrocuRV1dj33gS/SEORr/ceRs2JuPoprLVGU8N6Wk1Bbebw6K96c8lrstLPk5a1LdyEy0Lo7JQLOi1mrN7l8hJ6UobXP+4Fxoa4NxEF9ugQ7dCOf9tTaR9Sg+DCXxmGt1o4JXy81kqODXBuMTBSbmJfXGPDdnlzWwnUj2aU6i7f+JdcK9vO2O0F2RGsVSay5/FhZa7RrTYKjymosL9hsK2S1WoX8Ste/xxer6d7WCHSdQUCuwfUxqzvSJFdqd3eO7oZRSZFyh2GTRTMGK2qaRXJ0EB67pqfcYdhkzvhkJEQFyh2GS7hnF68NtYaGxUt1Lr7sTa2rd7CeciMFfbaRlZT4J1Xicai0mBUWLrlAeIA33pg6QO4wbDLj0nhcmWzfXYLl8v7MIfBx0xF+S3p0DsQzNyTLHYbLKOcvc45JELF2Tx4qZBhdI8skScLaPTlOWbTHeafK1erAqBv/SVu9+YabHocXi8o9I1bmcUGu0fwYeH3KAEQF+coTjBWaH7JhAd54c+pAWWKxVvPPuNtGxmNMb4V1JGYMga+3Ru4wXEZRibkkSfjxQAHyZLhMT607nFuFnHLn/E34Zd3xuGuSezFKPA6VdCkdUF681L5GJUXg7ssT5A7DJq9O6o9Owe7bkWgu1N8bb9/q3h2J5qYO74pxfTvLHYZLKSox/9/xEpwo0ModBpmp0Ruxyc6qFpbwq5qIyLNo1Cp8MHOIojprwxPDMevKRLnDsMm8Sf3QKUQ5HYlgPy+8M22Q3GG4nGIS873ZFUixszY2tRNJslgGzRFK+mAm6yjxT6rAkBX3PissXGpHs8f1wAAFVWJRq4AP71BWR2JoQhjuu7K73GHY5JVb+iEm1E/uMFxOEVVZ7vg0Bf1iQxR1EnR0kiRhR0YpynUGuUMht6G8u/i1FpoSP2vcNWLOMafWqKBCbJgfXry5r9yh2OShcT3cttxgcyo0diQugdra+q5uYHB8KB4YmyR3GLJQRGIuilKTW3wDTqqx20ojktMq+FoZRjvuzjnvU8tWirX12HO6whmtN8Ev645HkXPM5Q6gVa1HprTOhBKPC3K++dMHIchPEakIACAm1A8vT1RWR+KBsUkY0k0ZHQmgIQ/48I5LoFFQR8KZFHE2VNWxAou70dUL7dKuZ56GHZvC8kUACo1Z7gBspMT3mJzrhoHRmDS0q9xh2GT+tIEI9vOWOwyrdQnzwyu39JM7DJvcd2V3DEsMlzsM2Shmjjl5BqWN+lHbpo2MkzuEVlk63EL8vDB+YIzrg3HAlGFd3fYydWsj49NHxrs4EnI3SlvYF+LvjSnD3ffzzJLnJ/RFiL9yOhIalQrzJimrI+FsihgxJ/fTXimAe6YWZK9hieGYdYWyFhzNm9QfnUOUs+Ao2M8L86crK8GZNDQW1/WPljsMOmfzM1fKHYLNlBaz0uIFlBlzR8ARc3IrHDDvONQq4MOZQ9x2JNeSS7qF4f4xyupIvDxRWZULgny9MF9hI6VERK7CxJyI2sWDVyVhsJsvODKfOqVSAR/coayOxKD4UDx4lXtXLmje2X7x5r6IDfeXJxgiIjfHxJzcCueYdwzRIb54eaKy5gneP6Y7hia494Ij89NDde6KhJIqFwyIC8Hsq3vIHQYRkdtiYk5uRTkpBl3M/OmDFLXgqHOIL+ZN6i93GDaZdUV3DO8eIXcYNvlAYR0JIiJXY2JO7oXf2YrV+Kcb17cTpiqkckFjzG/fOhChCupIRAX74NXJyrgi0fge33NFIkYlRcoaCxGRu2NiTvZppwSaebmy+Xipsej2IXKHYZOxvTsprnTfW1MHIizAR+4wrBYV5IPXJivrigQRkRyYmJNb4RxzZZtzQzJ6RgfJHYbVfL3UWDRjsNxh2OSK5CjMuLSb3GHY5I0pAxARqJyOBBGRXJiYE5FT+PloMGd8stxh2OSpG5KRHBMsdxhWU6mA9xXYkbhjtLI6EkREclFJkiTJHURbblr0p9whUDPlOgOO5lU7vd2XJvbF3Jv6OL1dan9GQYS3Rll9faXFrLR4AWXGTEQkF35aklvhRBblUmLypbSYlRYvoMyYiYjkwk9MciucY05ERESeykvuAIjMMS0nInIfRkFEbkUdJAmQJKnh/5Agmv18/t9o+H/Dz5a2a5g52/yxhued+7fUcIOyAXGhdsdcoTOgstbYLB7L+4MEiDj3usxiaB67xddz7nlGk4jLkyMR5Gt/ydWc8loYhYYdief21fy9Fc1jabFdY9wXf28bn+fnrcblvaLsjrfOIKCwWt/kuLiwP7NjoMX7afm4sBj7ucca/50Q6Y+e0cpZE2QvJuZkl/ZKoDlgTkTkHiRJwo/785FeWOOyfer0RnRyIDEv1xnw1Y4zqDMKTo6sdXuzyzE0MRxBvvY9PyWrHL8fK3ZuUBchCCKyS3V2J+YmQcTq1BzkV+qdHFnrSqr1GNO7k0ck5pzKQkRERC38fqzYpUm5IEpYsycHKjuHfmoNAlan5rg0Ka+sNeC/R4rsHlRKL9C6NCkHgFGsUvwAACAASURBVL9OlaGqzmjXcyVJwg/7C1yalJtMIlbtPuuy/cmNiTm5Fc4xJyKSX9rpCqSernDpPvdll6Owqt6u55oEEd/tyUWFzr6E0x6C4FjCmFdRhx/25zsxorYVV+mxI6PU7u/ahs6a1slRtU6UJPx2rAg6g+s6W3JjYk5uhWk5EZG8ThZq8d+jRS7dZ4WuHr+dGzm2NWeUJAk/HShAbkVdO0TW+j63nyxBZW1DR8DW764KnQFr9+TCJLquYrVJELEqxf6ORFq26ztreeW12H+2EoDnTHVlYk5uxVNOPCIid1RQWYcN+1w7imsSRXxjNvJs6/fA1hMlOF7gulFcACiq1mN3Zvn5n20Zga4zCFidmotaF44CS6KELYcLz+/T1q/ajKIa/HrEtZ01g0nAtyk553/2lPyAiTm5FXvnFhIRkWOqao1Y4+JRXEmSsO1ECarrTOcfs+V7YN+ZiiYJsiuYLExhsTZikyDiu7RclOsMzg/sIs6W1+JwbtX5n21Jcgsq9diwLw+uvBulJEnYsC+vybHoKfkBE3NyK57SIyYicid6Y8PCSV29a+fyFlbpkZrVNLG29nsgs7gGvxx27SiuJEnYfKgAeqPY5HFrYpYkCRsPFiCn3HVTboCGkefVqTlNHrN2hL+hs5bTUMrRhdILqpFZrGvymKfkB0zMiYiIPJggSvg+LQ+lNa4dxTUJTaew2KKoSo91e107igsA2aU6HM2rtuu529JLcSzftVNuIElYl5YHodlVEGtyXLk6a3UGE9a7eDqVO2Edc3IrntIjJiJyFxlFWvj7aNCny4Ua0dZ+FFv7mW1pGsLbm47DYBItbHtxoiThUG4VenQOsvo557dzIN6CqjrM35RjYeu2R6BLtfWo0Blc/h5vOpSP06W6ltta0ebRvGpEBfsiKvhCgXZnxmwpXqMg4h9rD7WyvWdgYk5uxVPmkBERuYtnVh2UZb+niizXSG8ryVWrVHj/l5PtEdJFlWjr0dr0+7a+uf7271Snx2MNXy/LEyOs+a59ed0RZ4fTJoNJRFG15ZKZnlJOmVNZyK14yHlHREStUOL3gBJjVhpPeY+ZmJNb8ZDzjojI47WWaCnxe8Bdr/a2NsqsxCRXgSHbhYk5uRVPuVRFREQkF37Vui8m5mQfntRERNQOlDhAo7SQ3XWE/2KUeFzYg4k5uRUPOe+IiKgDUdx3l9LihSJDtgsTc3IrnnLiERF5utZGbRWX5MJ9R6A71Dx+JQZtBybmZJf2Oj9C/L3bqWUiIlICJSZgSotZafECnMpC5HJ9Y4MxbUSc3GEQERERyYKJObmND2YOgZeGhyQRkSewNACqVgGjuke6PhgHDE0Ia/VGPnJrbYz5sp5RLo3DWq0Nigf5emFgXKhrg5GJex5J5HHuHN3NbT8oiIjINR4e1wMD45WTgKlVwId3XKKoaRaXdAvD/WO6yx2GTV6e2BcxoX5yh+ESTMxJduEB3nhj6gC5wyAiIhl1CfPDSxP7yh2GTR4Ym4Qh3cLkDsNqKhXwwR1DoFYrpyMxKD4UD43rIXcYLsPEnGT3+pQBiArylTsMIiJyoeaDzPOnDUKwn/sWAGieykaH+OKVW/rJEou1mo/k3z+mO4YmhMsUje1UqoZprhoFdSQcxcScZDUqKQJ3X54gdxhERCSja/p1xuRhXeUOwybvTBukqEpinUN8MW9Sf7nDsMm9VyRiRPcIucNwKSbmJBuNWoUPZg5R1Nw8IiJyLl8vNRbNGCx3GDa5qk8n3KqwKmJv3zoQoQrqSEQF++BVhXUknIGJOclm9rgeGOAhq6yJiMiyOeOTkdQpSO4wrObjpcb7M4bIHYZNxvbuhOkj4+UOwyZvThmI8EAfucNwOSbmJIvYMD+8eLOyFvkQEZHzqKBCz85BmDO+t9yh2GTODcnoGa2MjoQKgLdGpbgrElckR2Hm6G5yhyELJuZkJ8emn8yfPghBfl5OioWIiJRGpQLenzkYPm5aA9ySpE6BmDM+We4wbPL09clIjgmWOwyrealVeF9hHQlnUs7ZQB3Gdf2jMWmoshb5EBGRc00bEYer+nSWOwybLJoxGL7eGrnDsFr3ToF49iZlXZF48vpe6NMlRO4wZMPEnFzKz1uN92733J4wERE1UNrCvtAAb1zTL1ruMGzyj//rAz8FdSQ0KhWeU1hHwtlUkiRJcgfRlpsW/Sl3CNRMVa0Rh3KrbH7eSxP7Yu5NfdohIiIiIiJl44g5uUyv6CA8fb2y5uYRERERuQoTc3KZ92cMUdQiHyIiIiJXYpZELjFtRBzG9ukkdxhEREREbouJObW7ED8vvDNtoNxhEBEREbk1JubU7uZN6o/OIX5yh0FERETk1piYk32svL/QJd3CcP+Y7u0bCxEREVEHwMSc2o1KBXxwxxCo1Y7dJZSIiIjIEzAxp3Zz/5juGJoQLncYRERERIrAxJzaRecQX8xT2F3diIiIiOTExJzaxdu3DkSov7fcYRAREREpBhNzcrqxvTth+sh4ucMgIiIiUhQvuQOgjsVbo8KiGYPlDoOIiJxAbxRwqqgGEgBJkiBKgCQBEhr/LUGSAPHc/5tud+53OPc7yex3aHxe0+0gATFhvhjZPdLumAur9CjR1gPN9n0hxqbxNY3R7Hdo9rxWYq83CrhhYAxC7LxKLEkS0gu1MAqt7eci720rcUow/9l8u4bH/LzVuH5AjN3vsbbOiDNltc3ez6bvbfP3uMUxY+m4OB97s+1ECT2jg9C/a6jdMSsFE3OyS2t1Vp6+PhnJMcEujYVczHAASx54HhuLxGa/8MKAB5dj4ZSYc5stxgMvbETLzQbgwWULMCVGDcCAA0vuxwsbi9Bys4ewceEUm/ZJRM4jiBK+T8vDmbJal+2zstaA2DA/uxPzwio9Vvx1BkZBcnJkrfszvRhX9e1s9/P/SC/BrlPlTozo4oyCiMwird2Jud4oYFVKDkprDE6OrHV55bUQJTAxJ7JFYlQAnr2pt9xhkEuoEDpqFp6ekASN2WPB8RHNNgvFqFnPYEJ3jdljwYiPUDfbbBRmPX0zmm7WfDqUlfskIqfYdLDApUm5IIj4dvdZzBlv3/dIdZ0Rq1NzXJqUF1frsSOjDCo7qwLvP1Pp0qRckiT8fqwInYN97Xp+Y2fNlUm5wSTg29QcXNs/2mX7lBMTc3Ka924fDD9vTdsbUofgHdEDQ0cMh8/Ft0JE0lCMGH7xreAdiaShI9DmZlbtk4gctS29BEfyql26zx0ZpaioNdr13HqjgNWpOdDVC06OqnVGQcSq3Wftfn5WcQ22HCl0YkRty6uow/4zlRg/0L7R8k2HXNtZE0URGw8UwGBqfrW04+LiT3KKWy6JdWi+GhERuYdDOZXYmVHm0n0WVenx16mGfdo6+iyIEr7fm4cSretGcSVJwn+PFKLW0NARsHXAvKhaj3V78yG5bnAfBqPgUEdie3oJjuS6trOWWaxDeqEWgO3HhVIxMSeHBfpqMH/6ILnDICIiB50u1WHzIdeO4poEAd/sPnP+Z1sTsJ8PFSK71HWjuABwtqwWh3Kqzv+ssiFobZ0Rq1NzYRBcNwosSRJ+2J8Pk9jQE7A1xz2UU4UdLu6s1RlM+H5v7vmfmZgTWenFm/uia7i/3GEQEZEDiqvrsS4tD6ILR3FFScLPhwqhN15IUlU2pI07TpbiUG5V2xs6Ub2pYdqMOWsjrjcJWL0nFzV6k/MDu4j0Qi1OFdec/9mWJLehs1bQDlG1TpIkrEnNaXJFwZbjQsmYmJND+ncNwexxPeQOg4iIHFCjN2FNag7qXTyX90yprsVcdmuTxiO5Vdh+srQdomqdJEpYn5YHoVnvxZqYRVHC+r35KK6ub6foLKszmLB+b16Tx6wd4S/Rur6zBgD7z1Qgv1Lf5DGOmBNZ4YOZQ+Cl4WFERKRUBpOI1ak5qHbxKG69UcCaZiPP1jpTqsPGg64dxQWA4wXVOF2qs+u5W44UIqvEvufaS5IkfJvS8j22Jset0ZuwOsX1nbXqWgN+OVLk0n26E1ZlIbvdfXkCLu1h/00giIhIfrOW70FYQMub47T3IOmOk6UWR2LbShpFScLbm07AS910y/aOt6CyDr8eLbb4u7ZGoKcu+QtdQv1aPN7eMdfWCyis0rd43JrR58e+3ocg35ZpYnvGbDCJ2HLY8hoHDxkwZ2JO9vHWqPH6lAFyh0FERA4q1xlQrnNdRZNGeRV1Fh9vK8lVq1Q468KSfY1KtK1PQWkraawzCC4fLQcAXy/LV7Stma9dXF2PYrh22o3BJKKylZKZtiywVTJFJOabn7lS7hCISCkMZcjK1CIiORFhDpfVN6AsKxPaiGQkOt4YDGVZyNRGIDkxDKz4T2SZEvMvJcasNM58j3U6HUwm107dspYiEnMiIquIldi68BEs2K5F5Ph5WPHUKEcaQ+XWBXh0wXZoI8fjlU+fxqgAR0LbioWPvovt2kiMf+UzPOVIY0QdQGuJlhJzXHetGNLaKLMSOxLODtnLywt+fi2nF8mNiTkRdSySBAkSJKfcuUOCJDUsoHK8tXMxSZJLbypCRNScEhNzZ5EkCUajESEhIVCr3a94BRNzIuo41GEY9+zH6DZZi/Be3R1tDGHjnsPSblOgDe+F7g4OcKvDrsazSxMwWRuOXo42RtSBKXEusdJCdtcR/otx1nFRX18PLy8vt0zKASbmRGQnY3km9u2RzOZKqxAcPwh9YnzMt0J51j7skcxmVKuCET+oD5puVoasfXvQdLN4DO8TY/s+faLQo1+Ug6/ufGOI6tEPTmstqgecFhoRuQ2lJeYKzMudErIkSaivr0dAgPsOjjAxJyI7SKhK+Ryvppg/5oUBDy7HwilmybRUhZTP56HpZgPw4LIFmBKjNtssBZ83bQxeAx7CxoVTbN8nESlCa6O2ikty4b4j0B1qHr8TgjaZTFCpVPD2blke1F0wMSci2/gMwWNf/YzH2tzscXy1+fG2tsKQx/6DzW03ZtU+iUj5FJmYKyxmpcULOGcqi16vh6+vrxOiaT/uOcGGiIiIiMhJBEGAIAjw8fFpe2MZMTEnIiIil7M0AOrjpcZVvTu7PhgHjOkdBT9v97wzQWtjzOMHuuf0v9YGxSMDfTAsMdyhtuvr6+Hr6+v2i4uZmBMREZFbmHNDMnpGB8kdhtW8NSq8P2OI3GHY5MrkKNw+qpvcYdjkn1MHICLQ/pFuSZJgMBjcfhoLwMSciIiI3EBSp0DMGZ8sdxg2efr6ZCTHBMsdhtW8NSq8P1NZHYnLekbijtGOdSTcvUSiOfePkIiIiDqc5jMKFs0YDF83nRICtJwWkhgVgGdv6i1LLNZqPm3jyet6obeCOhJeahU+mDnEoeknjSUS3fEun5YwMSciIiJZTR7WFdf0i5Y7DJu8d/tgt51bbklCZACeu6mP3GHY5LFre6JvbIhDbTSWSPTyUkYhQibmREREJJsgXy/MnzZQ7jBscsslsbh+gHsuoGzNwtsHw99HOR2JuHB//OP/HO9IKKFEojkm5kRERCSblyf2RZcwf7nDsFqgrwbzpw+SOwyb3Dyki9tWYmnNgtsGIdDXsVFupZRINMfEnIiIiFxOBRUGxYfioXE95A7FJi/e3Bddw5XRkVABCPDR4F2FdSRuHBiDCUNiHW5HKSUSzTExJyIiIpfTnFvYp1ErJ2nq3zUEsxXWkXhhQl/ERQTIHYbV/L01WHj7YIfbUVKJRHNMzImIiMjl7rkiESO6R8gdhvVUwId3DIGXRjmp04C4UDx6jbI6EnP/rze6RTrekVBSiURzKkmSJLmDICIiIs+iqzc5PIfYlZQWL6C8mI2CCADwdrDzI0kSqqurERgYqJhqLI2YmBMRERFRh2EwGKDX6xES4lipRTkoa3yfiIiIiOgiGhd9KhETcyLqWAxlyDqejUrBKY2hLOs4sp3TGAxlWTieXQnntEZERM0psUSiOSbmRNRxiJXYuvARPPb0I3h8cYqjjaFy6wI8+thTePTxj5BS62hoW7Hw0Ufx9KOPYbGjjRERkUVKLJFojok5EXUskgQJEpyzfEaCJDUsJHK8tXMxSQ1tEhGRcym1RKI5Lv4koo7FUIrMU1qE9+qOCG+HG0Np5ilow3uhu+ONwVCaiVPacPTqHgHHWyMiInN6vR6CICAwMFDuUOzGxJyIiIiIFE3JJRLNcSoLERERESma0WiESqVSdFIOAHZFbziwGA+8sBFFYvPWBuDBZQswJUYNGA5gyQPPY2PLjTDgweVYOCXG+rYAiNozSNuZiowSI/y79MWll12CWIduDGVAycnDOKOPQu8BCQhu1y6KHqUZh3HoxGnkV+ihDopB8rBLcUlCCDQ2tWNAcfohnKm2fJFDpYlA9yE9EOnk12Ioy8D+fUdxpqgKelUAIuL7YeTI/ujs52jLIrRnjiC9LPB83ELWCjz5+Nc41bxshSYBty36BPf2tu0dIyIioo6vvr4efn4OJyays79boQrFqFnPYEJ3s0RJFYz4CPOsUIXQUbPw9IQkswRUheD4ZrfgbaMtfeYGvDXv30jThSE+2gtlOf/BlyvH4LHXn8X18XbM1DTk46+v38fi7w6hKnIC3lz+OC5pr6o6xmP4+u+vYFWGAUHRXdE50IjSnFxULI/A6Mfm46Ub461PzkUtdn8xDx8fMFn+vf+VeH7VSxjrzOPSsAPvP/RP/ClFILpzBPyNJTibV4llCbfg+Xcexqgw+3sBYslWfPj8QuzQjcbc1a9gnB+g6XINHnmtD3RmfQ/T8bWYv7rSCS+GiIiIOprGEone3spfvePAeL83IpKGYsTwi2e03hE9MHTEcLSxVettGdOxZtEy7NWMwbOfPINxMd7QZ2/AG3M/xccf9kKf+dPQzfrMFqUp/8EH/9qAg+IAXDYgFDsKrH2undR+iL9qNha8dCX6dWp4fYbCP7H4+bfw+5qfcPTaRzDI2uNIHYmJ72zCxOaPi5XY+s6D+KC4JxKdfUxqknDT3CV4cEhPhHsDgAH5v87Hs+9vxJc/XI/hd/e0cdT/HKEQv33yb+wsFwHzxdP+seg3PLbJpnr9b9CAiTkRERG1pNfrFV0i0ZzbzzHX792ILae9MWT6fRgb05B1emsA0SRBf2wzNh8z2tCagMKjh6Hrfxf+uegl3BDvguLzmiSMnXzN+aQcAHxiRmBU70BAV4MaJyy91Z/4HmtSAnHtnROQ4OyZHppYDBzRmJQDgA9ix16FgQEiivMLYMu7f4GAgl+WYnlaEEaOiLMvsSciIiKPJ4oijEajokskmnPzxNyIjANHUKnphVGjIhqCFQqw5dOVSA+JRSSKcGj/WRva80a/exbg/b9PxWBnT8S2gVi5B7uO6BAw4BL0dXSNgvYA/rP4R+jHPYS7hwY5Jb626I4dQkadD5KSk+wq+SbkbsKSLw4ictKTuL2X8ueDERERkTwMBgO8vb2hVrt5SmslN1+6Woe8vBIgfCi6hagBCCj6/VOsOBaH2966GZkvvou9uXkAeljdoux/OONZbPngY/xRPwQP3H01wh0JRyjC/xYvxI81V+D5e0YipL1emliJ04czUFJbi7LTe7Hlhz9gHHkfHv6/rraPdgtn8OPir3AkeiremdkPvmvbI2AiBRGysOLJx7Cy5YpnJNz2Pj69t/e5zaxZGC0ga8UTeHzlKbTc7DYs+ngWuH6aiDoKSZJQX1+v6Lrlzbl3Yi7UQlcnQhUYjEANIJb+gWVfHkDnqQswOUmHfwepYKjVyR2l9cQy/LX0dfzrQBhufvE5THRo3omAnJ/ex8e7AzDh1Ycw2oFFmG0yncC6t1/Fr5UN827UIX0wflgPhNk8XG7E6XWL8fXJrpg+fwb6+gFZTg+WSGE0XXDNI6+jT9MVz/hu/rdNVlZYtzBagy7XPILX+tSa3anUhOPfvQOunyaijqajlEg0596vRKWCWqUCRAmSUI4dyz9HasQkzJ/aCz7YC0EAIPcIuLXECqQtm4eFf2hw3XNv4IER4Q7NIxLO/oDFK46i86R3cM/QkPadk+RzKeZ8uxlP6GtQlpuOtF+/xcpP/oEDGc/jvScvt3rU35D5HT5alYmE2xZiWrIP0GJMj8gT+SO233A0WfKs1+N3DZouebZyYbR/bH803UwPfYvGiIiUr6OUSDTn3om5OhghwV6Q8iqQt/sLfPlXECa+eTv6+AGoKUO5VkJASIjcUVqhDumr/4l3fhZwzdw38fDoKMcWPIrF+HX5NzgaOh5v3t4frjkk1fD2C0FMzxGY0LMfYgyz8cp/V2PL1Esxw6qyOAakrVuPE3oNYnctwdyUhkeNZXkQjcVY+fzT+FEdhtEPvoDpvZVf7oiIiIjaT0cqkWjOvRNz+CIhMRaq3bvw2VI9gm58AzMGNKShhlPpOG3UoGtigswxtkVEyR8f4s1vijD06YWOJ+UAhOwt+ClNj+S7b8FAh26yZK9A9OubCM0vmSguFmBdvUoNYoffjGkRBrNL7BK0JwqRVRaIbv0GoKtXILoGKuQKCBEREcmmI5VINOfmibkGCSOGIXb1WuQF3IQ5dw5BQx5ah0Pb96BE0wPjR0S3eJahLAuZ2ggkJ4Y5nATrCtKRK8WhV2ygfdNFDAfx7RfbUT9qDmZfFWNVPBePX0Tl0WM4K8Vg4oDoNttzOH6L9DiZkQNBE4O4ri0jsBy/Bonj7sKsceZbCshasR+/nozGlXfdh3Ed62oUERERtYPGEokhipg1YRs3T8wB7943Y9rI/+KDAxlI3X8WvYcFIn/75/j0txJEjH0QN8Y3TQzFyq1Y+Oi72K6NxPhXPsNTo8yHlEVozx5FepEeEgScLjNAMpbh1L49MGkAVUAs+vXvisZnCNnf4qUnv8BxKR63vPoBZttRjlDIPYL0UqDTpRqc2run6S9V/ojp2w/xZqPEF48fACRUVlRBVAUjrI0Fn06JP2szlv2mR5/RwzGoVxcE6vOwd/Pn+OTnYsRc9xCui7bl/SciIiJyTEcrkWjO7RNzqKNx7ZMvouS997DmrQfwowRA7Y+40Q/gpYevQMvcVIIkSYAkQWpx8x4B2ZsX4ZUN+RDPP7YLy1/dBQDQdJ+Jj5bcjR7NB4ENedix/ThmDx1he/xGI4wQcOaHt/HyD81fWwKmv78Us3qbv4iLxQ8AIkwmAZJKDY3ayss3jsSv1uPMH59j/bpPLzwUEIuhU17AI3deaqFEY1vxExEREdmnI5ZINOf+iTkAddhg3PHGF5iYn4nsEgP8o7sjKcby1Ax12NV4dmkCJmvD0at789Fabwx8+Atsfti6/WoSp+ONj4KwaO7HyLRzcYGm9yx8ummW1dtfPH4A8EbvWZ9hsxVNOiX+xCl4a8UNKDyTjaLKeiAgCvFJ3RDRyk1T246/SetIumspNt1lV2hERETkYTpiiURzDrwqI8qz9mGPZDa8rApG/KA+iDFL2ozlmdi3RzKba6xCcPwg9DHfyKq2NAiOTcbAptXCLPKJ6oF+Ufa8ppZMxZk4UxOF4aN7O6dBK7hd/JpAxCT1R4yVmzsUf10+jh3Na1qr+XQFCysSERFRhyyRaM7+xFyqQsrn85DSpLUBeHDZAkyJaRzLllCV8jlebboRBjy4HAunmKV5VrXlerU73sMj83cibMKLuGuIv2xx2EuJ8QsFv+PjeZbvbkhkFUMZsjK1iEhORJjDd7k0oCwrE9qIZCQ63phTF6YTEXkak8nUIUskmrMrMfcZ8ji+2vx4Wxvhsa9+xmPOaEsmXrGX4Z7XZmLM0K4uqhXuXEqMX5N0F5ZwbgvZS6zE1oWPYMF2LSLHz8OKp0Y50hgqty7Aowu2Qxs5Hq98+jQcWcvMhdFERI6pr6/vkCUSzXXMCTpO4pN0Oa6XOwgHKD1+IrtIEqTGRciON4aGtcwSHG+NC6OJiOzVkUskmmNiTkQdhzoM4579GN0maxHeq7ujjSFs3HNY2m0KtOG90OZa5jZDs2VhNBERmauvr++wJRLNMTEnoo7FJwo9nLV6Gj6I6tEPTmvN4sLoOuQfO4q8piueUdF8nYWVC6Pr8o/iaF6t2Qi/CadbNEZEpByNJRKDgmy/H4vSMDEnIpKTUIDfP34FK1uueEZCk82sWRgtoOD3jzFv5akWCTvXT1P7MeDAkvvxwsYis3uENPAa8BA2LpxybrMDWPLA89hY1GIrs6IQzmyLOgqj0QiNRtNhSySak/0VGg4sxgMvbETLc+tcVZbOOpw9egJF+pbPVXlHoeeg7hZuMtQGUYszaTuxJ6MEBv8Y9L30clwS276XlkXtGaTtTEVGiRH+Xfri0ssugb271Jdm4PChEzidXw69OhgxycMw+pIEBLuizINYjTNH0lEWmIQhPSIt1pK3Sl0hDu9OwbG8Khi9ghDVrR+GDe+DiNwVePJxy8nHbYs+wb29WcuCOhhNEu5ashltLXm2bmE07w1A8lGFjsKsp29G9yaVj+Obb4XQUbPw9ISkZmWUI9qtLVK+xkWfnkD2xBwAoArFqFnPYEL3ZnXMI9SAkI3Ni17BhoLmmTugCr0Wr6x4FqNbudmNRfpMbHhrHpal1SAsPhpeZTlY8eU3GPPY6/j79fFojwI8+swNeGvev5GmC0N8tBfKcv6DL1eOwWOvP4vr423ZoxHHvp6DV1ZlwBgUg9jOgTCWnkVexTJ8NfoxvPPSTYhv17xVRMnWD/H8ezugGz0Xq1++2o5qLyK0h1fjnXdXYn91MGLjI6CpKUFhaRSmfrQYf+tyDR55rU/Ty/XH12L+6konvg4iInI670gkDR2B4W18J3tH9MDQEcNx0c2c2RYpmslkgiiKHbpEojn3SMzhjYikoRhh6Qw0AoAK4de/jq+eGeXgyWdE+pr3sHyvGlc++y88My4G3vpsbHjjOXz28Qfo1edd3NrNyZmtMR1rFi3DXs0YPPvJMxgX4w199ga8MfdTfPxhL/SZPw3W71INv/hxhbGXjgAAIABJREFUeGTBS7iiX+eG98JQiD8XP4+3f1+DjUevw+xB7XfgCoW/4ZNlO1EuAvb2W4XC/+K9f/4HGQkz8faHMzE4QgNARG3BWVSFqAD/WPQb3vQuUnr9b9CAiTkREZGn8YQSieY69tLW5vR7sXHLaXgPuQ33jY1pGB331kAlmiDpj2HT5mMN/QCn7nIjtpz2xpDp92FsTEPS7K0BRJME/bHN2HzMlj1qkDR2Mq5uTMoBwCcGI0b1RgB0qKlpxxpsQgF++XgZ0oJGYkScvZ0XPQ6u/QZ7hGG4Z84d55JyAFAjoEsiugR61uFIRERErWsskejj4znXRDwqEzJm7MeRSg16jRqFCDUACCjY8i+sTA9FbCRQfGg/cpxavMCIjANHUKnphVGjIhrebKEAWz5difSQWESiCIf2n3VsF2Il0nYdRm3AAFzSt70ugAjI3bQYXxyMxKQnZqCXvXcrMhzFjpRSBI0cj6uiPerQIyIiIht5SolEcwp5pRIq/jsPkydOxox7H8OLi77Gtiydza3o8/JQinDEdwuBGoBQ9Bs+W3EMcbfNxZ39/SEW5SLXqUPmdcjLKwHC49EtRA1AQNHvn2LFsTjcNvdO9PcXUZSb50D7RuRseR8f/1GPwXfeg3Hh7fPnFM78gMX/OYLoqU9gZj9f2HsxSSjNQnaFCol9+kKdn4K1S/+JF59/Aa9/sAJbT1W3WIFPREREnqmxRKKnLPps5P6JuSYRNz3zOl5/7WU89/g9uHlEJ1SkfIO3n3oC720ralESrHUCdLo6iKpABAVqALEU25Z9iQOdp2L25CSEhwZBZdBB58zEXKiFrk6EKjAYDbv8A8u+PIDOUx/B5KQIhAapYKi1vYPRQETZX0vx2r8OIPTmuXhuYgLaZd2n8TTWLfkaJ7tOxxO397VjsecFYnUVtPCBb/EPePHp+fgl3x9xCdHAyR+xcM4cfJJSyeSciIiIPKpEojn3f7XqYHQbOALdGn++7hZMm/Qr3n1uEX775AuMHPoPXBlsTUMqqNQqqCACkoDyHcvxeWoEJs2/Fb18gH2CCEADjTO7KioV1CoVIEqQhHLsWP45UiMmYf7UXvDBXggCALsuz4ioSPs35i3cCq/r5uKNB0agfQbLDcj87iOsykzAbQunI9kHsKEn1JIoQZLqkLbuRyTf/g4++lsfBACAfjz+8/c5WLNiI24afmeT8lhERETkefR6Pfz8HBkOVCb3T8wt8I69Gnfc+AP+WnkIe9MNuLKtekoAADWCQ4LhJeWhIm83vvhyJ4ImvoXb+vgBqEFpeTWkgGAEO7OoiToYIcFekPIqkLf7C3z5VxAmvnk7GnZZhnKthICQEJubrUtfjTff+RnCNf/APx8ejaj2SmQNaVi34Tj0mljsWjwXKQ0PoixPhLF4JZ5/+ieow0fjvVemW9WcOiwEwSoJkt8w3DLlXFIOAH49MWZ0IlZ/exIZdUD3jn9jLyIiImqFyWSCJEkeUyLRnCITc0CF4OBAqKTShlFnK/kmJKKLajd2fbYE+qCb8MaMAQ1TMwyncPK0EZquiUhwapLri4TEWKh278JnS/UIuvENzBjQ0PsznErHaaMGXRNtux2fWPIHPnxzJQqHPo2F7ZmUA4AmFsMnTEeEwbzaSzVOFGWhLKAb+g2Ig1dgV+ubi+qObqEqpHuHI6JZX0qlVgFqDTQcLSciIqcyoCwrE9qIZCSGOf4lYyjLQqY2AsmJYQ5PIXVmWx2Jp5VINOf+c8wtEYqxKyUDgk93JCe17FsYyrJwPLvSwi2pR2J4rArVVQG49qE7MfjckG3doW3YU6JBjxEjEd3szNAVpCM9X2fn3GcNEkYMQ6yqGlUB1+KhO4ecGyWuw6Hte1Ci6YERI6Ktjh8w4OC3n+PP+lGYNXscYqw4ix2KX5OIcXfNwn333Xfhv3tuwaAIFbwSrsRd992He2+/3Pr4fQZg1CVhQHkGThSZ/VYowr79Z6BO6tMwXYaIiMgpRFRuXYBHH3sKjz7+EVJqHWytcisWPvoonn70MSx2sDFnttWReGKJRHNun5gLRb/hsw++wW8HslFWZ4Cu8Ah+XvpPfLHfiMQJM3BNp6Yv4aIHundvTJg2CqGoxMnU/TirrUVZ+hYs/fQ3lESMxbQb45v0WIXsb/HSw0/gyYefxKf7auyK37v3zZg2MhSozEDq/rPQ1pYhfcsSfPpbCSLGTseNzW7VedH4hVwcSS8FOkVCc2ov9uzZ0+S/IzlNE3BnxG+ri3/QBGDE1FvQ2+sk1sz/BL9nlKGmIhN/LHsXK4+G4appN6ArhwyIiMipJEhSQ5UPx+/2IUFqaAySw405s62OwxNLJJpz+6ksKo0KVYe+w/tbvjo/AqsJTsComa9g9oxBF+Ypn3exA12N6GufxAslC7FozZt48EcJgBr+cZfhgZdm44qwVg4CQx52bD+O2UNH2P4C1NG49skXUfLee1jz1gNo2KU/4kY/gJcevgItd3mx+I0wGRvKF7798g8tXlvC9PexZFaflr0tR+K32cU/aLyTpmPunArMX7IJCx7/CQCgDuyOcY/OwyOXhbl/T5GIiBREjbBxz2FptynQhvdC95ZJg22thV2NZ5cmYLI2HL0cbMyZbXUUjSUSg4OtqurRIbl9Yq6OugbPfn4VHi3NwZm8Spj8IhDXvRvCW7nC0eaBrg7D4Dv+ic8n5iMzuwQG/2h0T4qBpZtOahKn442PgrBo7sfIdGABgjpsMO544wtMzM9EdokB/tHdkRQTaDEJvWj8mt6499PNuNfK/Tor/qaNJuGuJZtxVyu/bvuDRoOYKx7B+yNn4GxmDirEIHTtkYQoz1t4TUTUsRjLkLVvDySzK5+q4HgM7xPTdLPyTOzbI5ldoVb9P3t3HhZVuQdw/DszgAiyoyCyiRviTixqmZJLZlYuZWlZZmmKmrkvGS65r1dxydxzSa1MW8xSr161zNwXVERAVBBZBEVgmOHM3D8QZWcGBhny/TzPfZ7bzJn3/M4w4/ze5fxerNya4+2c54fdkG1hhmM9HxzLdXF5WnOsh4+BGjNkW/8GuSUSFc/wDWdGkpiruRd1hpP5v4G4Nfcm57ulwMLRk8Y6fnh1+aArrFxo2Myl1LayEyKJeeiIX5tGup28+DNi5dIQHU5p0C+q4eLXnU7xm9nh3tjuSRnMXJlxXA6LJT3PaHt2dEq5qjQKgiAIFU97/wTrp53I95hJ00/4ZWGvvEdx/8R68h9mQtPB61jY60nSbci2hKrjWS2RmJdMq63clU2qc6EMmvwLdwvenWjSlMFrF9DLufIWN2QcW8DH8/7E9tXPmT3Yv4hlJ8atKsYvRW1m5IgtXC985y5vL17Fh42e3V60IAiCIPxbZWdnk56ejrW19TNZjSVXpSfmxkwV9SeHUz150bdOuXa8rCxVPX5BEARBEJ4N6enpKBQKMWIuEnNBEARBEAShsmg0Gh48eIC1tfUzW40l17N99YIgCIIgCEKletZLJOYl3gFBEARBEAShUuSWSHzWl7DkEom5IAiCIAiCUClUKtUzXyIxr0ovl6h3VRbNA2IuhZNs6UXLeg769yxUyUScPcPlmHjuK2VUt3enSUAAPrUquKcmpRBx/Bino1LQWLnQpPULtKit7zk1pN0MI/yusvDuZTJTHOs3p24FlV7RpMVw6s9/iEhUU712Y1q3bYVLGfdDUCZFcPHCVaLj7qGUW+Hc8DnatPLASqFrVRaJqM2fMmLr9UJlFBUeb7N45UBE8RZBEARBMH5itDy/Sk/MAZDZEDhwNN3rFqhjbl8wydSQeGgpkxYdI73NBHZ88ZKe1UZUHFvyCbOOarB3csK+uorEm7GsW+vB65PmMSSwgnaeTA/j2+nT2XLNBFdXazLiYti8aSfdJ81nqF7nlLixdzEhu+Mo2I9BZkOnkC2MbVPMzkvloIzczeypaziVboubkwnJt75h49YXGT5jHF3c9Nm4SM3lLWMI+TYCdQ1nXGpZok66SWzKWja1Gc7cKd1wq92R4One+euYX/mOeTtS87SjoHbHYKZ7Z+TpoGRz5fu55DtMEARBEASjlZ2djVarxdRQmyD+CxhHYo4p9l6++PuVnFRK8QdYtfZP7mmgWpnOo8Cr2wRCB7ekvl3Oh0AVt5/54xbz68bddPEbQH2Dj7RK3PhpNduuu/PBktn0qWuGlHyc0PEz+G3777zh9zauep5TZvcy0zeNJtDwOXhh6nB2Ll7LacWLjFs1miBnU5Q3dvPlhNWsXNoA73lv4a5z/HLM3YIIXjCFF3xqYQagiudo6CTmHNzJL2GdGdrcBR+//LswKZUHUJA/467u0oT8hylRHlSASMwFQRAEoUrIysqiWrVqz3Td8oKqzhpz6Q6/r1zLqRoB+OubyT6mwKWZ/+OkHMDMpT0dmlmgSYjjjtowoeYnEXf7Dhqnpvi652TSCoeWtPA0R5uZSUZFnNKAlKd/YV+0KS37fER755z3zVQBmmwtyst72XtZnzdNgVf7nryUm5QDmDnjH9gIC9J5+FBU7hQEQRCEZ4FGo0GtVlOtWtmGWv+tqkhiLnH711A2nHegx6d9aWDIpUjplzkfkYmZVyPqVchMigKvhnUxvflfdh6KQw1Idw5x6KIa14AAPI16LbSaiHOXSFU0IDDQPufDIt1h3+qthFu74MBdLpy9Wb5TaFI5dfwiGRZNadXYSCZwBEEQBEGoUFlZWZiZmYnR8gKqRCYkxewh9JtLOPWeRz+fanxXrtY0pEZf4HpiJunJ0Zzet5v/qQP4aMiruFRIkqzA+ZVP6H98EuuWjOZe2ItYndvHNa/3md7Xh7KsRtGm/M60noeobu2Ii1cz2nTpQY/2XlgaPPZMYmMTwc4Xd2s5IHH34Go2X3bl7dmvEfn5fE7fjgXqlbF9Nbf2LWHl4SxaDBpAkF0V6ScKgiAIglBmuSUSraysKjsUo2P8ibk6ml3Lt3CtTh/mvdMYc6LK2WA2V3fNYfr+1JwbB+XWeHd9Di/bCrzxwKwerw3pw4kxa7nw2x5kli0ZPL0Hjarr25ACz26jmeGbjiozjaTYCM4dO8y2OYc4dGossz5rj5MhOxdSBumZGmSWVlgqQJN0mLUbz1Gr9wJ6eqWzpoYMVUZ6GRvXkPzXCqZ/dQ6b16Yw/nUPjHryQBAEQRAEgxAlEotn5EOUKiK/X8a3kR68PbIPDQ1ys6MZrcfs4Nef97Bz4wq+DA7C5PgqJo1byl8phWqdGITqxs/M+nw94Q4dGfRJd+pxnrWTZ/JTpFLPluRYuTfDL6A1bdt35vV+wYQs/Q+j2tkQd2AlG/5KM2zgMhlymQw0WrTSPY6tW88/9j0I7t0AMyQkCSjTLl0aUk6tYerCQ5h0nsCXg/wRg+WCIAiC8GwQJRKLZ9wj5qpT7Np9BaXCheOhEziR8yDJsRrUCVuZNOpn5HZtWBTSR++m5abmWDvXx797fXyc1QSH/M72fW8S2NfdsCO36mtsX/g1JxUvMmHWaNrXlNGlvg1Tp29j9aw1uISOwK88a1BMXQh69xV2/7WFi6evomrnX6blMUWSW2FtZYI2NoXYvzew8a8avD7rHbzNgYfJ3EvTYmFtrXezmeE7mDX3N6SOE5k5pA2OosMsCIIgCM+E3BKJJibGnYJWFuMep1S44Ne9D727Pk/zpk1p2rQpTZvWx6m6DJm1Oz5Nm9K0YZ1yn8bSpzGeCi33EhIKbVhTXuqr/+VQlJYmPQbQrqYCkGPV7F3GvdsMkztHOHReVe5zyKysqCHTopEMHX01PDxdkKUe5+sVhzF7ZSh9m+b0cFXXw4lWK6jj6aFXi5rEwyydtZV43xFMFUm5IAiCUOFUJEdd4UaqYX4jVclRXLmRapB8wZBtVRVKpVKUSCyBcXdXFJ4E9R9IUN7HpCg2n93PNad29P+o6A2GVMlRRKbZ09DTVqfRb+W1a9yUFDi71il0fPqdcG5rXWngYlmmXoxWmYkKGaZmedewK7BxsMNUFo2miAqB+sUvkXD8BBGSGQ0behX6g5YvfgUe/s/hsuM7Yi26Mea9luRs9pnJhSMnSVTUo6u/kx7xqzi/fT1HswIZMzQIZ5GUC4IgCBVKQ+qhBQxbcIQ0h66ErB5FYBl3rQbQpB5i4bD5HElzoGvI13xWjsYM2VZVodFoyM7OxtLS8OUq/i2Me8S8DHI+6MMYNWw4oScKVAmXoti7+mt2/e8it1KUqFWp3Di+jTmLfyPRuTNvdXbKl0hKN7YzZcinjBwyktVnHpYpHjNvf1rYZnN++2K+PX6D1Iw04s7tZuk3f5Fh58/zzfKn0iXHf5cDXy9h24Fz3EjORJUez6XfljNzwxnUnq/Rt2OtfH9QQ8Rv2ug13gqwgdQI/jl7k7SMZML3LWf1gUTs2/fhFbf82XXJ8d/mUngS1HRAcf00J0+ezPe/S7fSC+9oKgiCIAjlokWrzakEUv7dMrRocxpDW+7GDNlW1SBKJJbOuEfMy6SkD7qcrJhDbPjxB75+/JAFLr69mRT8HoHWxfRTVLEcO3KFob7++odj1ZbBE94jbckOtkz/hM0AyDCvHUD/CUNpW+icJcQvUyC7f4Efluzjm9x5L4UVHoH9CBnaj+bFdbbLE7/ciU4jPydx0SJ2zh7ET1pAXh3XNoOYMuQFbAu9ZSW9/2qy1TnlL+d8safgifDos4TlA73/fb1FQRAEoZLIsQ0azwr3XqTZNaBuOQel5bYvMW6FBz3T7GhQzsYM2VZVIEok6kam1VZuP011LpRBn/+N7/QNjPQzzG2LqqRIrqfZ0aCuPYWLIEqkx9/gxt37ZGGBo5sX7vbFnVfDw5i9LJ6wksh2s9k0rGXZg5IySIyJJu6+GhMbF+p61MKimKUcJccPUkYSt2JiSc2uhoOrF252TyF+JNLiIrmRqKK6U128nItfGlNa/PpSHp3Du3Oj6b54FR82Km79i5Kjc/sxN7o7i1cOpNjDBEEQBEF46rKyslCpVCIxL4WRjJiruRd1hpPaPNmUzAq35t44lyFXN3Osh49jcc8qsHSuRxNn3drKTogk5qEjfm0a6R9IvtNaUNOrCTV1OLTk+EFh4Yhn4xIOyMNg8aPAyqUhzVxKP7K0+EuUGcflsFjS83QXs6NTCt0YkxkXRlhsRp5pyWyiU56l22cEQRAEoerIysqienW9N3B55hhHYq69z4n1Ux+VQ3zEpCmD1y6gl3PlLWzIOLaI4Hl/Ytv9c/q3rHofpqoYv3TnICunbuF6wRxbkbf6i8SdgyuZuvV6oYRdoV+RGEEQBEEQKpgokai7Sl/KYsxUUX9yONWTF33rFFn9xdhV9fgFQRAEQaj6Hj58iImJidhUSAciMRcEQRAEQRAqhEaj4cGDB9jY2IhqLDoQBTAEQRAEQRCECiFKJOpHJOaCIAiCIAiCweWWSKxWrVplh1JliFX4giAIgiAIRkMiavOnjCiywMHbT0oCS1FsHjmcrYWrJeDx9hJWf5hTjU2K2szIEUUXVXi7xDLE5adSqVAoFCgUooaxrkRiLgiCIAiCYDQU1O4YzHTv/CWBr3w/lx2peQ+rTcfgGXjnqy98he/nbSf/YR0Jnu6dvwzxle+Yl6+xiiFKJOqv4hJz1TmWD5rEL3cLbrJuQtPB61jYy/nRYaEMmvwLhQ97Ui5RlRzB2TNhxNy9j1Jmgb2bDwEBTahVxpt7lUkRXLxwlei4eyjlVjg3fI42rTywqogOnSaNm2FXuass/JTM1JH6zesWsXtmcVQkhF8g5kHR9+vKFPbUbVkPBwMvUDL0+/+EhrSYS4QnWz6OuzJ79oIgCIJgDKq7NMEv374hSpQHFeTLuKmOi48f+Q9TUvgwF3zyN4ZSeQAFFZuYq9VqUSKxDCr43ZJhEziQUd29UOR5zMrNvsBhNgQOHE33ugU2GLKXg+oYSz6ZyVGtPU617KmuTuRmbCprPd5g0twhBOqe1QJqLm8ZQ8i3EahrOONSyxJ10k1iU9ayqc1w5k7phpuh8z7pBnsXh7D7TsGeB8hsOhGyeRxtdN1ESZPG3xumsvJcdtHPV2/HpG+n0N6Q1YgM+v7np0k8xNJJCzmW3oYJO0IIMq/cnr0gCIIgCIaRu7Zc3PSpnwrvxpja18PX34+Sc09T7L188fcr4ijJi24TljO4ZX3sTAFUxO2fx7glv7BxTxf8PqiP7rm0HHO3IIIXTOEFn1o5ManiORo6iTkHd/JLWGeGNjfEJvIFybDrMoNNowNLeR9KIXfg9bm/8nrBxzWpHJo7mP8k1MfT0OErDPn+5yHFc2DVGv68p4G894RUUs9eEARBEATD0Gg0ZGdnY2lpWdmhVDnGX5VF4UIz/9ykEMAMl/YdaGahISHuDmr9GsOrfU9eyk3KAcyc8Q9shAXpPHxYNUu6K6/+wM4TlnR6rzsehh7xN+j7n0vizu8rWHeqBgH+rmVL7AVBEARBMEpKpVKUSCwj40/Mi5B++QIRmWZ4NfSi3APEmlROHb9IhkVTWjWuguug0s7xTehPKIM+4QPfGk/llOV9/6Xbv7J8w3kceozknQZiFzBBEARB+LfQarWoVCpRIrGMqkYmqkkl+mIEiRkZJEefZt+ew6gDPmLIq3XKOdqq5ta+Jaw8nEWLQQMIsquofoqWlD+m0vNwdawd6uDVrDVdevSkvVc5p3iku/w3dCE/PXyBSQMCsK6o8A35/ksx/BS6iUtOvZnbz4dq31VEwIIgCIIgVAaVSoWJiYkokVhGVSMxz77KrjnT2J+as9REbu1N1+fqYVuu4XINyX+tYPpX57B5bQrjX/eomCUVCk+6jZ6Bb4aKzAdJxEac49j/tjHn8CFOjZnNZ+2dynheiVs/L2Hl3xZ0n/YJbcpxE2apDPb+q4neFcqWa3XoM68vjc0hyuDBCoIgCIJQWUSJxPKpGom5WWvGbN/Lp8qHJN8O59T+7WxdNZFzEZNYNPJ59B/o1pByag1TFx7CpPMEvhzkX4Y2dCS3wr2ZP+65/935Dd7qsZ/54xdzYNUGAnwn0s5K/2alm3sI3RxGrR5zGeBrXbFrkgz0/qsiv2fZt5F4vL2QtxqaQaGtEwRBEARBqKpySySamlZEIY1nQxVaYy7H1Nwa5/r+dB86gzFd7Ik/sIN9t/VP7jLDdzBr7m9IHScyM7gtjk95tsXU5SXefaUe8gcXOB2u0r8BTQL7120jzKYrg99pwtNZpV3e91/FqV0/clWp4P7x5UwYNYpRo8ayeH8sGvVFtk4axagx09kZXrbbSQVBEAShaCqSo65wI9Uwg0Gq5Ciu3Eg1yNCSIdsyBllZWZibi3vHyqNqjJgXYolPY08Uv0eSkCCBu+6ZtSbxMEtnbSXedxQLh7R56kl5DhlWVpbItElIZfg2Sjf28fMpJQ0/eINmFoaPrnRlef8VuPi9xlv2qjw7mWlJuxpPVLIl7j5NqWNiSR3LKtRXFARBEIychtRDCxi24AhpDl0JWT2KwHL8bmpSD7Fw2HyOpDnQNeRrPitHY4ZsyxhIkiRKJBpAFU3MlVyLuIWkcMa1TuGkUJUcRWSaPQ09bQus31Zxfvt6jmYFMmZoEM465JPpd8K5rXWlgYul4aYXpASOn4hAMmtEQ6/Cf4Li4wfQkBp2mZtaZ15vWvr69AqJv0zvvwLPoP4MDMp7pETU5rPsv+ZEu/4fESQ62YIgCILBadFqc6qFlL8oshZtTmNoy92YIduqfFlZWaJEogEYfWIuRe1l7QEl3m38aN6gNpbKWE7vXc+q3xJw7vwJnZ3yJ4Yl9kCl21wKT4KarVFcP83JAueq7uyDj9uTBFa6sZ0pIzdwRevGG9P+w9AylCOU7h5g3bcJeHVoS6tGLpjfv8aRnV+x4awaz5596Vgzf7pceg9aS2rKfTQyK2xLueHTIPEb8v0XBEEQhKdKjm3QeFa49yLNrgF1y/mTJLd9iXErPOiZZkeDcjZmyLYqW26JRCurMtw0J+Rj9Ik5ciUxh9fz467VTx6ycMG312SC32tdRInAknqgarLVIMXsYc4XewqeCI8+S1g+0LvwyLIqlmNHrjDU11/v8GUKGfcvfM+SfZseryFTWHkQ2C+EoX2bU/irWFoPWkN2toRWJkch17FXWo74Dfv+C4IgCMLTZoZjPR8cDdWaYz18DNRYcW1lxoURFpuRZ4Q/m+iUgmtfM4m7HEZsep4f2+xoCh8Wx+WwWPIflmLQde2iRKLhGH1irvDsxezNLxMfc4O7qVlg4Yiblzv2xextX2IPVNGID1fv5UOdz92HL5fVYPGElUSW8Q5juWNHxq3vwLCkW8TEppJtbo9rXXfsyhI/AKY0Gvg1ewc+nfgN+v4Xbh2v/iv4tX+ZQhMEQRCEfyGJOwdXMnXr9ULJs8Ij72F3OLgyhK3XCx1F/sMOsnLqFgof5oGhKJVKLCyq9qi/sajwxFx9L5IzJ7V51hrLsHJrjrdz3sxOzb2oM5zU5ulpyaxwa+6NsxmgsMTZqwnOOp7TkL3Z7IRIYh464temUTlaUWDh6EljHWMyuvif5vv/FHr2giAIgmC8dBy0UnjRf/leSj+sP8srcARMrc6ppiZKJBpGBSfmWu6fWM+0E/lP2XTwOhb2ypPmae9zYv1U8h/WlMFrF9DLufKqdGQcW0TwvD+x7f45/VtWvWL5VTH+p9GzFwRBEATBMESJRMOSabViJXBxVFF/cjjVkxd96zylWuGGVdXjFwRBEATBeEmSRFpaGjY2NqIai4GIxFwQBEEQBEHQW0ZGBoBYX25AYjcXQRAEQRAEQS+5JRKrVatW2aH8q4jEXBAEQRAEQdCLKJFYMURiLgiCIAiCIOhFqVSK0fIKUOl1zFXnQhk0+Rfuago8kVuVpVY6N8OucldZ+LUyU0fqN69LKRtglkBDWswlwpMtqduyHg4V3E3JjL/I3/+EEZuqxsSqJu6NffHzrkUxJcGLpUyK4OJ5R/w5AAAgAElEQVSFq0TH3UMpt8K54XO0aeWBVQV1WlXJEZw9E0bM3fsoZRbYu/kQENCEWmW8o7Sk+KWozYwcUXRVlrcXr+LDRqJnLgiCIAiVSa1WI5PJRInEClDpiTkAMhsCB46me90Cdczt5SDdYO/iEHbfKZi5g8ymEyGbx9FG38z2EU3iIZZOWsix9DZM2BFCUEWVLtE84OKOeczfdoYHVnVws5fzMDGeJMc3Wbbsfbx0zjXVXN4yhpBvI1DXcMalliXqpJvEpqxlU5vhzJ3SDTdD562qYyz5ZCZHtfY41bKnujqRm7GprPV4g0lzhxCoV69Ih/hrdyR4unf+OuZXvmPejlQDX5ggCIIgCGWRlZUlRssriHEk5phi7+WLv18RGbYaQIZdlxlsGh2o9+hysaR4Dqxaw5/3NFChny2J+P2LmLn5Gh5957C0X0vsFYAmgzs372OtV3UhOeZuQQQvmMILPo9G2lXxHA2dxJyDO/klrDNDmxu496rwotuE5QxuWR87UwAVcfvnMW7JL2zc0wW/D+qje19Al/hd8PFzyfcqpfIACkRiLgiCIAiVTZIksrOzsbS0rOxQ/pWe0TXmEnd+X8G6UzUI8HfVI7EsA+V5vtt2Eum5Dxnz7qOkHEBuQW3P2ljq9RdQ4NW+Jy/55Fn+YuaMf2AjLEjn4cMKqHypcKGZf25SDmCGS/sONLPQkBB3J6ffpHtjTz9+QRAEQRAMJisrCzMzM1G3vII8k4m5dPtXlm84j0OPkbzToGK33lFdPsqJpBoEvNwBp4p4tzWpnDp+kQyLprRq/HQmQNIvXyAi0wyvhl6Ue3y+EuIXBEEQBEF/uSUSxU6fFaeKZEJaUv6YSs/D1bF2qINXs9Z06dGT9l5lmEaRYvgpdBOXnHozt58P1b4zfLR5TkZS5A1SZJ54N5YTd+I7fjxwjtsZZjg1bkf3NzpQ36o82bqaW/uWsPJwFi0GDSDIroL6WZpUoi9GkJiRQXL0afbtOYw64COGvFqnnLMNTyl+QRAEQRDKLSsrCxMTE+Ry8XtdUYw/MVd40m30DHwzVGQ+SCI24hzH/reNOYcPcWrMbD5r76RHcqgmelcoW67Voc+8vjQ2h6gKDB00PHiQBmYuJPw0mVG/PKB+W188aiRy4aeFjDlymcnzg/W8gfJJ28l/rWD6V+eweW0K41/3qLglOdlX2TVnGvtTc5aayK296fpcPWzLNVz+FOMXBEEQBKFctFotWVlZYpfPCmb8ibncCvdm/rjn/nfnN3irx37mj1/MgVUbCPCdSDsr3ZpSRX7Psm8j8Xh7IW81NAMK1uQzPI0WtJkn2fVTQ96Zs4z3vXM+0Mqumxg7diebf32VwHfr6tsqKafWMHXhIUw6T+DLQf5U6GCzWWvGbN/Lp8qHJN8O59T+7WxdNZFzEZNYNPL5Mpz7KccvCIIgCEK5ZGdnixKJT0GVTIdMXV7i3VfqIX9wgdPhKh1fpeLUrh+5qlRw//hyJowaxahRY1m8PxaN+iJbJ41i1Jjp7AzX73bGksmxta6BTKul+nM96OX9pJdpXr89bTy0xIRf07vVzPAdzJr7G1LHicwMbovjUxlqlmNqbo1zfX+6D53BmC72xB/Ywb7b+nduKid+oeqSuLU7hOGLDpFUuGqqUE7KO2GcvHyHIraKyKG+yNcfv8msQ8UeIQjCM0CUSHw6jH/EvEgyrKwskWmTkHTOCxW4+L3GW/YqntT+0JJ2NZ6oZEvcfZpSx8SSOvqVSSn1nI6e7tjIwjG1sytQ6lGGXA5yE/3+BJrEwyydtZV431EsHNKmkpJaS3wae6L4PZKEBAncdQ/COOIXqhJV9I+Ebj6FqltfrKvkUEIZSLfY/eVUfozONkhzJnV7Me2LHkXscyCR8uc6Zv7ZmlUL++BS5PdRS3a2Gkl0igThmSVKJD49VTMxlxI4fiICyawRDb0KX4IqOYrINHsaetrmWbeswDOoPwOD8jVE1Oaz7L/mRLv+HxW5wVD6nXBua11p4GJZpukFs6aBtLLdz5GIq9yVWj7+YZTunuZsjByvFxrqGD+AivPb13M0K5AxQ4Nw1iGpLW/8RVNyLeIWksIZ1zqFgzBk/MIzLu0cG+dvI7lRK+T7lrHRdx4ft7LW/bOsSeX8L7s5XWCoXa4wxczChlpuDWnW0hunUgsMqEi68hf/O3aSS9HxJD9QY2bjgEs9X17o9BJ+7kV8v4o6twzkimpY2NSkjpcPLXxcqVHk90AiPSmZWh1D6N+yfNPGmafXM/v0w6ewcE8QhH+r3NFyUSKx4hl9Yi7dPcC6bxPw6tCWVo1cML9/jSM7v2LDWTWePfvSsWb+n0NN6iEWDpvPkTQHuoZ8zWeBZb9JQbqxnSkjN3BF68Yb0/7DUN8a+jdiEUDv1xvx1+adzPuqJiPfCcTx/il2hm4jzDaIz7vU0T1+6TaXwpOgZmsU109zssCpqjv74OP2JEEwRPxS1F7WHlDi3caP5g1qY6mM5fTe9az6LQHnzp/Q2Sl/VmHI+IVnnDKK3XPnsb/G28wJ6UW1g18yccECXOaG0N1dx2RVe5+wAzv5PsmDFp625P6kaLKzSE+9S1xsEpnmHrzQ71OG92xa5Ii8JuU83y0PZcfxWKjlTYsmdfHxMkdKu0vMnxuZ/uN2mvUeydj+AflngB6f24tW9Wwffa61ZGdlknbvDrfjUtDWbMXrgz7l/RdqF1F6VI5VnSY0b16w16Ah5a9Qpv3qymczelO3lA5uWqwl4qdUEISyyi2RaG1tXdmhPBOMPjGXKWTcv/A9S/Ztejzio7DyILBfCEP7Nqdw2q1Fq9WCVovWUPvVqGI5duQKQ339y/BiU7z6TGRMyjyW753PiJ8B5FjWDWLY1GDaFqrIUlL8arLVIMXsYc4Xewo8J8ejzxKWD/QunNiWJ365kpjD6/lx1+onD1m44NtrMsHvtS4ikamA+IVnj/IGvy2YxjdJzzNh7lvUN5fDK+MYHz+JL6fORRYyjlfr6l5H17TxW0z94iUKvkKdcpVDW1awet1UZiuWMKuHe75ZHk3ycVZ+Ppe9qfXpMW4K7wV55v83R/OQyP1fs2j9Rn4JbMmAxoX3JjZt3Isviji36u45fv56KRvnfkHWl/8huJVuHWcp/iArVp7A4d3Xsb5/j3sFD9CaYGFnjbn4IgmCYACiROLTZfSJudyxI+PWd2BY0i1iYlPJNrfHta47doV//3KOt32JcSs86JlmR4O6pY2WK/Dqv4Jf+xfzrGcfvlxWg8UTVhJZnruQFc68ELyEgL43ibyVgqZGHep5ORb6oS41fkUjPly9lw91Pa0B4ld49mL25peJj7nB3dQssHDEzcsd+7K8/3rGLzybNA+vsmvuDL6915axM4cSmFuyR25Fiw+nM16axvzJIaROnkLfZnosaymCqZ03XYZ9gZQ4lOU//sylbsNokfvZluI5sHwpe5O9GThnOm/WL+IbK69BvZc/Y2HbDKpZFfOlKIaZU0t6jxtF4rCJ/LHnL/q16EJplVM19/5h9fRVnFGZYLpxAsEbCx6g4uFDBX4jVzO1q6Po5AqCUC65JRLF2vKnx0gSczX3os5wUptnrEpmhVtzb5zNABRYOHrS2FG31swc6+Gj47GlyU6IJOahI35tGpW7LTM7dxrbuZd+nLHFr7DE2asJzjoeXq74M+O4HBZLep7R9uzoFLE+9hmhunWIVbNDOWrenSmzB9DKVg5SMpf/DIMmz+Pj4EDAx7OZbjWTWdPGEvfROIZ2bUCN8mSgckfaBDRkxelIIpIlWtTO+XdIeX4nW/9R0eKTT+lZVFL+pAEsrMqwzA3A3Jvm3pb8HHGLeIkSE3NV3GFWfrmUP+I96b9oHn29CnQEpASOLZvMV0nd+bCjfkm5Ju4wX829RpH1FrQPiLqvJuuXBcz6u+hFMSYN3mBUn2bo1zURBMHY5ZZINNGzUIVQdsbxTmvvc2L9VE7kfcykKYPXLqCXc+WN+WQcW0TwvD+x7f45/VtWr7Q4yqoqxi/dOcjKqVu4XjATV3hUSjzC05LJjYNrWPTVf8lsNZDZn75Ow9xcV4rij69Xw8jW+DgoQG5Fk77Tmev0NfNXjuXT0+8xangvmtmV9W5iOdXMqyEnjays3MfSOP7bERJtX2Bop/LucFsSCbVaArNqJSw9UXHnry0s+eowZt2mssRhHwtmTEcxfgJv+jyaMciI5Ldlc9h6L4iJIT3w1HeCzLQG9jWdsCwy73aiVrcGJb7cxLaaWMcuCP9CSqVSlEh8yio9MTdrOYJNe0dUdhhFMnFpy4Dp/XjRt06Ry06MXVWMX+HVn+XFrS0S/pXSow+zY/0mfrooI2DgXEZ098aq1P64Oe4vfcrCBs1Zv3AFk4f/Tdf3BvFuF29s9c6i1URH30Iy98Ql9+5NVTgXrqRTo0UgLStwkzvp7hEOn8+iTpfnKKLA0aNjjrJp2xUaDVvIgMBaKGjGbOtNLJw/mqtdh9DP+ybff/U9MQ0GMHNGFzz1/rJrkdf0o89HxZVLFAThWSRJEpIkYWYm5sKepkpPzI2ZmdfzdKnsIMqhqscvVDYNkmSoO6jzUqBQgCbtGn9sWs3m38PBuxvBC/rTqYGVXkswzN06ELzAG/8f1vD1mtH879cg3h48kN7NHXRuQxn9M5v/iMPGfwDPPUrCpaQobqTIcK9Xr0KWZ0jp8Vw98Qffb/meC85vEtKnURFVWXIonDoycXnHvI9QK7A/41HyxezPGZ5lSp2XJzD303bULENirVZLYGqKiRjyFgQhD1EisXKIxFwQhCJJ1zYRPGo7MQZd4C/Dvst0to0ORG5eHSR7Ony2lL5B9cq+TtzMGf++X9Ai6B9+2PhfVCZFDBmr07mXmPA4+dWoM0lNiCH89GH27j1OvOMrjB/0/OMqQ5r7D3ioVeBqY1PuGyhVp1fzyQe5d2lqyc5K58GDdNQaU1xeHMr8z16lnq6j8upkrh7dy8+//sE/CTVp3fdzBrnGc+i7VQz/ZC9tO3am00ttaOxUXee41Wo1mJiK9eGCIDwmSiRWHpGYC4JQJFmdTgyf2pgMgw6ayzCt+ehGZFM3uo783GAtmzkH0HdiQJHPZf2znIH9l+d/UF4N2zqN8H1jAhN6d6Bu3qIDahXZKDAxLWKkSLrJb0tXcfhu3h6LDMtW/Ql5p2mhw028OvPRm40f/2OrUWeRkZZM/I1wzv6zhtGD/8vLH3/Gxx3cikiONaTdusDpU2c4d+EcFy7FkFmrJR27T2BVx6Y4PnqB7wuvE3/hMPt++40lI0JJs65Lk6bNafnCy7xY/FsGaFCp1Gizkom6Elb0zZ9FqF6rHl41q8oCOUEQ9CVKJFYekZgLglAkuaUbzQLcKjsMg6gWMJxVIwIfjZhnE7nzC77cb0Ovz+fSx7Pw+g95jRpYyLLJSFdBoTs0zLF3r0d9q0c9Fu1DIv73Bxcc7hd5brmdFwFtny/yPo/3VXc5vuFLFiwMQaoRygi/gtVdJOL/3MkP561p6d+DUYP88XGpzr2/tvPj9zH4tPLDt5ET1eXmODfvyoDmXRkgpXHr0j+cOHkNjYVNKTeuanmQlk72lR1MnfhdiUfm0kga6vZdwdL+dSvwplhBECqLKJFYuSo9MVedC2XQ5F+4qynwRHFVWTQPiLkUTrKlFy3rOZRjmllF4rWLxCgdadTUQ4ebzcpOlRzB2TNhxNy9j1Jmgb2bDwEBTail94CThrSbYYTfVVJoEFNmimP95tQtrRByOWTGX+Tvf8KITVVjYlUT98a++HnX0nsKXJkUwcULV4mOu4dSboVzw+do08oDKwVIUZsZOaLoqixvL17Fh40UgETU5k8ZsfV6oTKKCo+3WbxyIDmHRbF55HC2Fm4Mj7eXsPrD8pfAFKoIU0vsa9Z6nBw7vPshHY7P5vsN+2k/tStOBb42CvtaOJhoiIu9jRqf/Ou/FbUIfPNjAnP/W7rF9rADRJUlLjMn2nw8ht6XhrPzx/8xwu/VgoHT4J2ZhL6T9zEJub0LDldOsnfFtyxLtaVx63Z06NSJtt4OmCmscGvREbcWOevS02JKCiCD5KQMPN8JJfT9eqUn2poEdk/8mAP6XqcgCFWGKJFYuYzjXZfZEDhwNN3rFqhjbl8wydSQeGgpkxYdI73NBHYUsZueTlRx/LVlCaHfX+C+Q3dmrRtBq4paYKk6xpJPZnJUa49TLXuqqxO5GZvKWo83mDR3CIF6JdISN/YuJmR3HAX7Mchs6BSyhbFtKuBCNA+4uGMe87ed4YFVHdzs5TxMjCfJ8U2WLXsfL52HzdRc3jKGkG8jUNdwxqWWJeqkm8SmrGVTm+HMndINt9odCZ7unb+O+ZXvmLcjNU87Cmp3DGa6d0aeDko2V76fS/7DatMxeAbe+Rvj+3nbyXuY8OyR27bh/Xf9+Gf5Fjb/3ZbRbQtsVGTlTSM3OBt+hWTJB+eKHBpWuNK8SS22HY/W9QU4eHegl3cHeqEh884Fjuz/nT2Ll5P+5Re8WrCXURL1LWLiFDh3rC1GvwVBAESJxMpmHIk5pth7+eLvV3JSKcUfYNXaP7mnQee1kPlpSDrxDf/5ajfnNU1p29SGY3fK1JDuFF50m7CcwS3rY2cKoCJu/zzGLfmFjXu64PdBfb1/EGV2LzN902gCn8rdWhLx+xcxc/M1PPrOYWm/ltgrAE0Gd27ex1qvm7XlmLsFEbxgCi/4PBppV8VzNHQScw7u5Jewzgxt7oKPn0u+VymVB1AUSKWruzQh/2FKlAcV5D+sOi4+fuQ/TEmhw4RnkAKnLgN5a/9IvtmwjZd9h9Asby9f4UabwLp8u+Mw/73Vg35FLHcxHG3OCJVJKcXHVRH8vHo3NyxccK3jhkfdBjTwqo1V7Za8/H5LXn5f/zNLiVe5fs+JFh7iR1gQBFEi0RhUnVX90h1+X7mWUzUC8Hct64+kRHzYRdKb9Gfm4im87PYUPngKF5r55yblAGa4tO9AMwsNCXF3UFd8BOWjPM93204iPfchY959lJQDyC2o7VkbS70+QQq82vfkJZ88y1/MnPEPbIQF6Tx8WBGl+QShGApPXv/oNerE72Xtj1EFvosKPF9+jefMr7Nn04HCS+0MSRXFmYvJVPOsX/JxanPcWzTDtbqS2AsH2Lp4DB+89RYDhk9kdugmdh8+R0yqPv+iaEg9c4YoGx+auYnxckEQRIlEY2AkI+alkbj9aygbzjvQY2ZfTFaf4kKZ2jHFZ8AClsjlgIozhg1SZ+mXLxCRaYZXQ69iaxcbC9Xlo5xIqkHAoA6F1uEahCaVU8cvkmHRlFaNq8jHUfjXMG/Sh4EvHWHGD+v4PWgG3fOsWZHX6sygAUcZvfIrZq6zZ/pA/ycd07w0KlTqMnYq1Xf5a81Sfo51oWtwm5KPtXSjxYtutMjzkJSRQPTlC5y/eIFzu//D5sUPsH1+CLPGdil9+Y0Ux6HDYVj5v0kTMTgmCM88USLROFSJTEiK2UPoN5dw6j2Pfj7V0K12QNEqpfSPJpXoixEkZmSQHH2afXsOow74iCGvlm2rb23K70zreYjq1o64eDWjTZce9GjvheHvn5ZIirxBiswT78Zy4k58x48HznE7wwynxu3o/kYH6pfrrlk1t/YtYeXhLFoMGkCQXdWZwBH+Lazxf68/gX8v4duNf/L8+Bd58jFU4NptAl+kzmDmtqkEX+7EG6914vkW9XC2NUeTdoeoS/9w6Kdd7Ltpj/9rRVew0abdITws7Em5xOwsMh4kEhsZxsmjRzmfZMsLQ75gQAv9txhVWNSivl8n6vt1ojegTo0mItWOWjr8w5J5cQ+/XXPhpcHNRQ1zQRBEiUQjYfyJuTqaXcu3cK1OH+a90xjzstU+qFzZV9k1Zxr7U3NG1eTW3nR9rh62eg+XK/DsNpoZvumoMtNIio3g3LHDbJtziEOnxjLrs/Y4GXRGWsODB2lg5kLCT5MZ9csD6rf1xaNGIhd+WsiYI5eZPD9YzxtYn7Sd/NcKpn91DpvXpjD+dQ9x85lQKeQ1X+LDt/9g5LqNbHvZj2Gt8iTIcmuavTeH5U328M3Wn/hu4e9syrusxcQK1+Yd+GROX15pVvRuo6oL3zBhzDd52lRQzdwKexcPGgS8z9RuXQl0q17EKyXunt/LT+n6fzOu55lSVIUnoqFxgaCus2v9H2QEjuT1+sY+bycIQkUTJRKNh5En5ioiv1/Gt5EevL2wDw3NoFB9vKrArDVjtu/lU+VDkm+Hc2r/draumsi5iEksGvk8ug8Uy7Fyb4afe+5/d+b1t3pwYP54Fh9YyYYAXya2szJo6BotaDNPsuunhrwzZxnve+ckLcqumxg7diebf32VwHfr6tsqKafWMHXhIUw6T+DLQf56vAeCoAeFB/2W7aVfyQfh1msBu3oV97wpNVu9yZhWbzIs+QZRt+6S8lBDdRtHant6UduqmMRZp3OXRENq9DnOPCjfWk8p6UGB8qrpXNi0kJ13WzBkcnsKFb8SBOGZo1arRYlEI2HcfwHVKXbtvoJS4cLx0AmcyHmQ5FgN6oStTBr1M3K7NiwK6VPJgepCjqm5Nc71/ele3wdn1VBC/tjBvt6t6etejrFiUxeC3n2F3X9t4eLpq6ja+RtwWlqOrXUNZFot5s/1oJf3k5FE8/rtaeOxg+3h1wD9EvPM8B3MmvsbUseJzBzSBkcxVC6URFYDl4YNoUbl34xk7uCJj4PnUziTGfbujejQYQqDAsr3jc74ayUhx+zz/LtQHbfnOvN+8yBe1rsOpCm2rvVxcxCLXwTh3yT3pk+h8hl3Yq5wwa97H+xVecd7HnD1bhTJFu74NHXFxLJOpYVXdpb4NPZE8XskCQkSlCcxB2RWVtSQaUmWDD2doMDR0x0bWTimdnYFEn4ZcjnI9exdaxIPs3TWVuJ9R7FQJOWCLkwb0ydkamVH8XQpXHhl/CKDNGXRNpiFbfM+IsfOtze9y9KY3I4Ony6mg0EiEwTBGIgSicbFyBNzT4L6DyQo72NSFJvP7ueaUzv6f1T0BkOq5Cgi0+xp6Glb7nXL6XfCua11pYGLpQFrSyq5FnELSeGMa53CEeoXv0TC8RNESGY0bOhV6A9a3vjNmgbSynY/RyKucldqSW5VNenuac7GyPF6oaEe8as4v309R7MCGTM0qGI3bREEQRAEoVS5GwqJEonGwbgT8zLQpB5i4bD5HElzoGvI13wWmLfSQd4t7SWik1Vo1clcP3OSbAXILFzwaVKH3FdIN7YzZeQGrmjdeGPafxjqW0PveKSovaw9oMS7jR/NG9TGUhnL6b3rWfVbAs6dP6Fzgbs1S4xfusuBddtI8AqibatGuJjf59qRHXy14Qxqz1707VgrX/JtiPixCKD36434a/NO5n1Vk5HvBOJ4/xQ7Q7cRZhvE513yz1iUHP9tLoUnQc3WKK6f5mSBU1V39sHHzZAdIEEQBEEQiqPRaFCr1aJEohH51yXmoEWr1YJWi7ZQaeGitrQ/zrppxwFQ1O3HsuUfUK/gSK4qlmNHrjDU11//cORKYg6v58ddq588ZOGCb6/JBL/XGutCWWgJ8csUyO5f4Icl+/gmd9WKwgqPwH6EDO1H8+KqrZUnfkzx6jORMSnzWL53PiN+BpBjWTeIYVODaVuoIktJ77+abHVO+cs5X+wp8Jwcjz5LWD7QWyTmgiAIgvAUqFQqTE1NRYlEI1L1EnOFF/2X76V/MU/LbV9i3AoPeqbZ0aBuwUzVlGZDNrB3iI6n8uzDl8tqsHjCSiJNy1ZSTOHZi9mbXyY+5gZ3U7PAwhE3L3fsi1nKVWL8ckc6jttAh2FJ3IqJJTW7Gg6uXrjZFd2YIeLPaciZF4KXEND3JpG3UtDUqEM9L8cilxGVGL+iER+u3suHZY9EEARBEAQDECUSjZORJOZq7kWd4aQ2z1C1zAq35t44l+FeBDPHevg4Giay7IRIYh464temUdkbUVji7NUEZx0PLy1+hYUjno11u0CDxJ8bl507je3cSz+uPO9/ZhyXw2JJzzPanh2dUqhKZmZcGGGxGXnKwGUTnVLoKOIuhxGbvzEKHSYIgiAIzxhRItE4GcdfQ3ufE+unPiqH+IhJUwavXUAv58qbXsk4tojgeX9i2/1z+rcsagMQ41YV45fuHGTl1C1cL5g8KzzyHsWdgyuZuvV6oYQ9/2F3OLgyhK2FG8MDQRAEQXh2ZWVlYW5e1Ny3UJlkWm3hlcBCDlXUnxxO9eRF3zpFLtswdlU9fkEQBEEQDE+SJNLS0rCxsRHVWIyMSMwFQRAEQRCeIenp6cjlcqpXrxqz6c8ScRuuIAiCIAjCMyK3RKLY6dM4Gccac0EQBEEQqgiJW7unMy8yiGmjgnAswxCfJvkoKxYep1HwKLq4laNqWKmUHJzRl9+arGJ+b2cDjkaq+GfJAFaYjGPNiFaPd8ZWnd/MzD9sGTj6NTzz1LOQon7mPz9k89pnPWmoy+VqUrl1NZYHZVnTIJNh7eKNW6Fyxo9iLKVEovp2GFdN6tHMucAiWNU/LPlwOSZj1zKi1eMr5vzmmfxhO5DRr3nm2VRQIurn//BD9mt81rMhul3yTa7GpRVRarl0MpkVLt7uFHPJpZIiNjFyUiSvrp3BK7Zla8NQRGIuCIIgCILOVNE/Err5FKpufYvYi0M3crtmPO+xjdnTV2K9YASt7Z40pL64mWnrT/JQU0IDACaevDbhMzrVKlPPgFM//sCpxFJOIjPB66UP6NJAt86DJvUml8MzydBA3q2vpfs3uHBOTTtdk07VaTZMXkVckxa4WeixBlybTszZMFyH7STkpcJ3l5VaIlG6xS+hs/m79Txm93TVYfdxDam3wgjPTCf/JUvcv3Gec9nt0PmSz2xg8so4mrR0Q79LjuFsmCvDdkyliEvWiUatQqkGRUX2EXUkEnNBEARBEHSTdo6N87eR3KgV8rmluFAAACAASURBVH3L2Og7j49bWes/Ei23xfejibx7YyzLV7ek4fj22D9qRJsWT2SiA72HdKJOcQ1nnGFr6HWSVYXTPvWVzUz5zooRn/fAtfTMMk+bERw5eBe3zi9Q1xgqJsideP7jyfSvq8dFSFdZHzyJ28U8XVqJxLQT2/kxtT0TXtUlKTc8ufMLfDypP3pdcvh6gifdKt+JJTWSXIFJZVx0ASIxFwRBB1V32rY0xU7b/ouvGSmCb0ZO5Pqr65hREfO2UhyH1m0h3n84fVsVtyWxUOUoo9g9dx77a7zNnJBeVDv4JRMXLMBlbgjd3csw1GjqwevDhqK+VLvQUgeZeW2aBD6PTzHNau7d4yfZ9aKfVKeRlCwn+/EDEtG/zmHC348ak7vx8ujhdOo9GL8nLZL6x3QORrVkyAj9EsMKI8VyYNFYzuqzn4s2i4R4iYbFPF1iiUTpFvt2ncK1+1Ial2EPGUOQYvezaNwZ9LvkROKlBuU6rzZLhdqkGmZGcOelSMwFQSgzY5+2LZXe07b/gmsG0KjIqtB52wdEnz5GpOtgEIn5v4PyBr8tmMY3Sc8zYe5b1DeXwyvjGB8/iS+nzkUWMo5XSx1mVnFqzXg2nM0qtLzh8M8gt29HcEg/6hd8mZTAsc1bSQwYTs/iMvUSyXFs1oXX/KyRAcis8LQq8G3XpHD86BVcX/wYd2NIygEUtWk/NIQ33fQZPo5i27jpJBT1lCQhSRKmxewErr62j/2xzenXwZBr8fWjcO7A0C/eRL9L3sa4GXfLdV5N+kMyLWyxKlcrhiESc0EQjEMFTNuWprKnbSvjmnNoyJbkmBjDvK1g9DQPr7Jr7gy+vdeWsTOHEpi7HlxuRYsPpzNemsb8ySGkTp5C32YlLWtR4PniO7zbpOCmbxpi9q3gB+xwKjIrSSf61DFu1h1KT51uIyxIhpX7c7zQLn/CKd05xLqNf5KoATQpXDunxjR7I3MjcjvKcmx8+zL0lbooAE38LiYOXsOl3KF4rQYNk+nxW861eb2zlPl67V4nIUkKFMV9DbWZJFy7wPl7eqTJmngSs4oeHVAqlVSrVq2YuuUqrhz6i7SWAwl4nJ1qiN81gcFrL/HkkjXw+RvkXHI93lk6X78N+yQJSaEo9t9brfIu1y6cR69LvptIMZesaws8THlAtpUnNkbwT6JIzAVBMA4VMG1b8vkqf9r2qV/z4zaUZKlNMDOGeVvBqKluHWLV7FCOmndnyuwBtLKVg5TM5T/DoMnz+Dg4EPDxbKZbzWTWtLHEfTSOoV0bUKPIj5YCx0atcSzwqCb5IAeXWxA0vgMOclA9hesCIO0GZ8+n4TegI25y8A/MFxVxhzZy6PorDCZnckxeswvjvwpAqQHI5vI3k/jG5GNm9WuEAhlmNrWQn9Hx3JnR/LFiLtuVbzJ3cmcK3b+qqMNzXZ4j6vZ5zunZC7cN6IJXnfwZZm6JRGtr66JfpL7G8dNp+LzXkidzXHJqdpnAVwFKci45jG8mf4PJR7Pp10gBcjNsasrR/ZJ/Z8W87SjfnMfkTrUKdeAUdfzo4hvJ7Qtn9Rx4sCGgSz3qlDmplribkITcoRaOIjEXBEF4xMDTtqUxhmnbp33Nj2nSSc+0wNYY5m0FI5XJjYNrWPTVf8lsNZDZn75OwxqPnpKi+OPr1TCyNT4OCpBb0aTvdOY6fc38lWP59PR7jBrei2Z2unyu0zi9dQuXG73D0ubl2+xGk3qdk+dvk377DsqH9zlz5DA3ZNlEJEs8uHGS/x224vFYuEMjAsyAai60eqkLvmYgxZ/nfzE2tA30xBwV5yK2cyhv0RZFDRxdct8EFXHVZShM7Knt6vp4TbQSQMrkfnICiY8uX2ZiyZMaKBpSr/zCmmXfcNaiC8PGtn+SlGtSiDx3jSR1zvCvo69/oU6MzlJPc+IEgAK7+r64W6pLLJEoxV0gLLkuQT75q7Uoajjy5JLjqC5TYGJfG1fXfFeMpHxAcmLCo5FwOSYWedrRpHLllzUs++YMFl2GM/bFJ0m5JiWSc9cSUQPggG+AQ1mvmNQzf3MCQG5Pfd+GOChAk7qfBWM2czm75Neq0xLJ0q5n2AdbSj2Pwu0NQqb3znePkSGJxFwQhCJV9WnbkhU1bftvv+Y8TTxM5X62NZ6VMW+rkZBQoBCD9UYrPfowO9Zv4qeLMgIGzmVEd2+sSv17meP+0qcsbNCc9QtXMHn433R9bxDvdvHGttiPmYZ7f65mxbFavL2oU+FRYz1pky9w4OejJGvAyeYhx37eA9mp3Lxuho3sv/wc++RYE+8+tGqf//Xq8F/4am9TWvh7Yl6OWDR39jJ9wN7H/y1378P8wYCUyMl1E1l2OBWf3p+zrHer/CO0Uhyn9+7hXIYBN2SXmeHzVnOc6pZQIhFQXo8g1s6L+vZluXANd/ZO48kly3F/awE5l3ySdROXcvi+D70/D6V3K8d8y1ikO6fZ+9NZDHvJTejTIicxl1s0o/vHn5R874/mFr+v2MLZ9DTUXu8T3Nm1xMEamaUbNfW4LUhfIjEXBKFIVXnatlRFTtv+y685D+nuXZLl9tQs57yt6sIaxoTep9f80QTZ6fCDro7g2/FTOdtuLnN6uVfOuv4qTYMkGTCDeSyn86hJu8Yfm1az+fdw8O5G8IL+dGpgpdeMkrlbB4IXeOP/wxq+XjOa//0axNuDB9K7eeGRUCn+AMtX/I3Le//htRJnjbRokVFaLqSo14vPF/bK95jm3s9M/vhv2n85i1cKzBBJ167mf0AjoTExKXenUe7am8WrBuerKKM6G4o2LZxL999hdGgPfGsVsX7NtAl9psymT050SAWX4utJplAgJ2dDoawsebElEkEi7tYdsp199Ssv+Zgc116LWTW4SZ47AFScDdWSFn6R+2+PIbSHL0Vesk8fpszq8ygMifJdsgxFwT+emTNN2jiX+CopbiffZXjR7Q1z/vgnnZr+z9OoEuuZi8RcEISiVeFp24YOJf+6FDdtW+WvWZPKgQWj2Vz6vC2JWVo2DHufraWdR+HG6yEz6F1o3lYi7uJ5bshaUbvoBcWFmXrRPsiDH7Zt4NCLX9CpLFtGPsOka5sIHrWdmHImbPnJsO8ynW2jA5GbVwfJng6fLaVvUL1i1onrwMwZ/75f0CLoH37Y+F9UJoWrtWhSz7Jh5iqO38vC4XwYd15xxbW4ZEijIlttRrVqOgakecDVv86CT7si7sVQkZLwkOq17AvdRqrNltAoTMp0e6n04CbhiZbULeEYme0LfDi6D76l3lOi4e6u8Xy8KQYbq6Iq3ah4eO8hcht7LIr6p06r5MF9d95fs4A3ayvIysqiWrVqJUVPUlIK5vYOWOr8N5d4cOsqiRZeJRwjw/aFgYzu41t6+UPNXXZN+IhNMTZYVSuiC6ZO495DOTZ2lkV26LVZ97nv/j5r5r9Fbb06FxqST50mpmYzPn7VhVt7f+DQ1fdo1KyybjwSibkgCOVkbNO2Tfq0KDUxL9+0rRFfs9yCpt0H8Um7knYz1HDz9xVsPZtOmroe7wd3wrXkeVtci5q31aRy8dJNbHw+wEvnTEaBS9eBvPHHWDZvOUXrzwKoUfqLhEdkdToxfGpjg077gwzTmo1y/q+pG11Hfm6wls2cA+g7MaDwE+mX2T5zFnvjNCgadiQweQMzv7ZlztBAipx40abxIMMcS0vd1g9oUo6yOfQIgaHtaFgwy0k/werPduA6ayl987+KjMwsTM2r6ziToyFb0pIeuZv545ZzPvwe1l0msKiZTi/WiUmLQaye8TKFFqCo/mbRh19jOXE1Q5oV8eVL3cvnAw4AkJ2dXWKJxBwa0tOVWDhZlTwroclG0qYTuWce41acJ/yeNV3GL8Zwl2xCi0FfM6NL4SU3qhOL+PBrSyZ+NYSiL3kyAw6W4ZSaRI4fC8fOvz8Nnd3p4reZVT//xTtNOlDWbSLKSyTmgiCUi7FN25auvNO2xnzNZjg3aUOJE7dSLLe/y6Butzeo/sc/PKwZQNsyzNtq7h3n7/D/s3fe4VFUXRx+dze72fRAQhJCQkINPSSE3qv0Eop0FEFAQECQ3juodATkQ2mCKBaKdEWkF1E6CBIgkEAgEFI3u5nZ7w9aym6yqQS97/P4SHZn7pw7O+Xc3z3nXHsC2lXI1GIgaErRoWc99s7dzK7gKnTJN0Wj8z9KO28qVvN+3WZkCyniBGtmf8p+ZRs+7nGN+ceL0WmkP9GjP2NOoVlM71IqzX0sxz0gIq4QNTwtuVYkQvfv56Zfcz5yVUJUym9jzx7lvFMgHYqq4J/k3xiJj9OhtbM1/xzRRXLj/GlOnz7NH2fPcfVeDCov8GjyDp3HVMXPVYvuUFa8Q9PI907wzbrwtI6afJ+QhGjU+zey7qwJV1ofQrgMAfBSLTddIvHlDhgMRqzUaV1CXeQNzp85xenTf3D2r6vci1XhhQdN3unMmKAyuGp1HPo1G51M2THuHd/MuvC0dsjhN0mIVrP/67WY7nI4MgGZPqIUspf91wpRq68fatTUbNOA9ZN+ZPedunTLrezODBCOuUAgyDT5edrWAuuzMG37pvc52ZEj/+DsbTcq9muNZ+gufjh4lZ5+FTPnXCPz6NhhLttWY0LlzFfSsK/akdbFPmT7d6doMbJmvljUQ5AHxJxk2ZjZnPToyuRxXfE9OgkApXsTPhx5g9FzvmRf/Vk0V1lhbW31Ur1N+vtvbskPMa7/Gb8hbZ7H/6rQWFtjlfoejjnND7ufUHNofVyUkGLuSI7gtz1/4Fr3E0qmuW1knkbHYuvoYFYx11/bwpz5p3CqXI0a3cfR4NRnfGffnt7tAzJ5/1iIjTMehT3ThtZIBmyUaqxdC1PYw8RDLPEx1ooYjBmVSHyJGisrkJNSKwV6rm2ZzfzTTlSuVoPu4xty6rNvsW/Xh/YBuRPqYeNcmMKF0woFkt4GpdoaVw9PTHdZiyIms0eL4eSPewkr05kJpZ4dU1O2A8HlD7Bhw280m9AYl9egmgvHXCAQWMCbMW1rGRZO2/6r+vwCmYfHj3CtQBA9S3vg0yyIjSu2c6xreRpkZt5WustvB6/iVLMblbKy+KjKl1Yda7Pj0+/Y06UanTNTLlLw5uJQnqbvTaBL9eoUVkNyP8qh8ntMXfiYAu5KNO4jWPuypriO8yf+wli0ABEnLvNocBv8AGXBlkzf0jLVAeK58M06/ijZi0WBqQeMMrpLP7L9RlmCRzxLPE7phuq5fz+KQtULm3XMNf79WbH5AzTqZ9ufOp+ls2AxyoJlaNCsmcnnw4WNx7ELaEwzk8+HJA6tuUuSPhG1s/kSia9QYaPVoIuPT7Uiqwb//ivZ/IHm2eBAf4rc7bKSgmUb0MxkKMsFNp6wI6BxM9OhLEm/sSaTSfS6y9+y/rCaBpOavopLV7nTtFdrdo5ez/qTVRhW0znPy+kKx1wgEJjmDZy2tQzz07b/3j4/Rwph7/6rFKrVFz81qGu2pcH6ify0+w51u/laXCUl/uwP/HyzGC2GZ1Zpf4VD9XY0cR/Fnp8v025g1tsRvEnYU65OdTPfqXH3dE/zqfz4KLtPKKnRuRxXvo0ysV8y4q5y8ronXYc3JE1ecVIIP365H02r2TQylXRsuE1ImDOeRdKbAVI/d8pzH6XGDu21tQzoucHEt3pin8SinP0uR0zetBIGmxJUStJjbZ2RWg6goKCLM3Ghj9FDyntRrclSMmzmUaCx1XJt7QB6rjfxtSGGJ7FKZr97xPRzStZjU6IGSkvLGCZcZsuKHURX+5AegSkHAhq/LgxseZRJK74gqPQo6uaxbC4cc4FAYJI3bdrWcsxN2/6b+/yMmJM/sC+sDJ0mlHp2TE1Z2geXZ/+GDfzWbAKNLXkBSWHs23oIQ80RtPTJhtKtLsVbzfz46fs9nOlVkVrmSywL/rPE8dfmr/nLqw2flYvmSprvZR4f+4adNKR3rcJgF0i/+YEptlAWbMmMTfW5unk8a3RvMblj6Vf3soMvgdUScFaBdPsM5+LK0avUi7tRRQG/WtQ2FsjVsp6SJKFKs9CBkkKtp7O5tZmdMppR40WJxMR0SiQmR42nlzuKM2Hck8AvVyewzKztoHSj9fRvMNvlDJI/M4UcydEVn/D905qMnNLARLiKLf69htL2r4ks/aQ4nlM7USIrM4NZRDjmAoHAJG/atK3lmJu2/Tf3GdBd4tv1h1E3mETTV/O2uDftReudo9mw/iRVhtXMoBKBRPi+lWy+7kuHT2tjiRZnHhUe9RtSYeNaDp6OoVYDEWkuSI7M42NfsPxXe9rPbkMRhanCnkZibp9g//2Szxxzkxi4d2AB8/Zo6TKrD5WS3Wyqwg3pPxggllPbfyW6Sn9sts1kttyagV0q49Pkfd7Pbjd097kYIlPS5Jd6zqwYxb5io5jUqujLT6WIM+zcf4Voc8WVjOGEJMSg+WUzG/4yLREnJiZi7VuX7k38LBpY2BUvjtvDW9yKA7/s3djo7l8kRDbdY/RnWPHxPoqNGk+rlyFsEhFndrD/Sgxmu3w/hIQYNb9s3oCZLgMqvGu/TYPi6fRYjuTU6iksOGJH+6mDqW+uZKttJfqM7cetMV8wc6ET00c2xTuPpvWEYy4QCMzwZk3bVrd4DjOdadt/bZ8TuLxlBTujq/FhjyopBwKaMnQZ2JJjkz5ndVBpRtZ1MRtTKYXuYMmXF/Hu+ikd03v5WYiyYE1qllvNuuN/QoN62W5P8G9B5vGZNUxdcAqvd+fR1U+D8m/T28XGJGDvZMaTlJ9wfssnzP8hlkYTptOppCnPSibqzDrWnChMpwU1KKtUcGLePEZcbsNHI97Gv2Amr3NZxoiRxAd/8fOebfx84By66sOZV9/kxsQ/ucdDl5xdNEqWZcCISmW5i6cuVokytr9w6YqOt6pnTh6WJSOg58FfP7Nn+04OnNNRfdg8THc5jif3HuKSXkXX3CLuH/Z8PpeVJ6xpOW4671RKv1ir2qc1o8dHMW3GIsbNjGLCxx0pm/ESuNlGOOYCgSDPyK1p28yRl9O2+aHPMpFHV/DJ90+pMXIq9U2Eq9j692ZI27+YtHQ+xT2n0dHMvK3KJYBW77ji06x4zsSdKp2pUj2IX0IyWBBJ8N9BjubytsV8tuEqnj2nMqZ1UdSApFCgMMqpZrkSuBcWg0dtzzTNJNw5zJZVq9kRXoreM8fTxs8+7YBTjuH63tUsWHuBEgNm08pThYpavD/HixIr5jDro+v0nDCKtqUsjbOK59qVEHThp5j6wQE8q7YgeMpQGpQtCFf/xloXzv1H8eherJ+gv8q1UCUe9VIuM6ZyC6JdjyDzh9GfIGLvVewad6OXiedDXFwcKpUKrTYTDramPNX8jfzvj2voq/tbHroXf5Urt3SEn57CBweKULVFMFOGNKBsQbh63RrdzXAexet42eVr1whVulMvxQIPKtyC2pNul09GsPeqHY279cpCKIvE4wvbWLl4PSelAHpNG0ZwBUuSOpU4VurNtGk2zJ29ljEfXqL7h0PoGOCaq3H3wjEXCAQ5x2uatgVQedfm7QbF83zaNn/3WSby1BdMWXAYu/bTGFzf1czLyJZKfcbx3q3RrJ65AMfpo2hqat7W1oc6rXzMHi3zqCjcdhILc7BFwZuKTOw/v7Bx1Vp23/Wk7cef0bumx0sHSFHIG0928c28Bfzp/Mx1keJvc/ZKCboMfOE4S0TdOMLu7dvZdSQc98a9mTO2GaVTqZz6yBv8cfQgB/Yc4KJUiY7jP6Wjv8ur+0hblMbD5uHx7RxmTxjPw7FTeS+wACARfvwH9l6LA3SEXIzFtp79q/30IZw6F4dP7bfp3r09tXyTDQZ8q1Pbcxcr+3bg82S2aIq2ZVLAs4RT6e4OZs/cxu0Mx6k6nkQ9QfnpIM6k8RCNyLL8vBKLAlDi1XI8U4N9M2jTlsB6VTGsOsIVvT/+L25/KZzjP+zlWZdvcjHWlnr2r544+pDTnIvzofbb3enerja+yZaL9a1WG89dK+kbnKLHFG0zmWddlri7YzYzt90mwy4nPibqiZJPB53J2ClWFaHluMkE+6rQhx5m09oN7DwRSaH67zBnYFvKOWZO9bYv15lpi0vwzcKFfD2hH/ur92b0mGD8cinuXDjmAoEg6+SDaduskJ1p2zenz3Hc3PM5c1ceR9NyPNPfqZT+KptqH1qPnkDUtOksHjeDpxM+JrisY56XChO8ASjs8SxdGuwtDaUyjdLZhzLFCj53tJRoVAYUxXswd/xblHVWpdq2MaMWuvHH5TBiDTJGFChUlajXLYjKHi+2lYm5fpYbmloMWdycqt52Jq5fmfgbh9h/Tk/Z7rMZWrMEzqZGtkpHynedwiynrzgQk/j8QxUFnLQkxNxHttJSotXH9GlW4pVjrilPrwVf0dfONu1gWVuRPku30Dk6lsQkI0ZAobDCxtER7fONVW51eW9MeXTZeFwkJiYiyzI2Ni+qyyjQOKedUTCFTWALGqpnse90H/xrP39aqArgpI0n5r6MlbYkrT5+h2YlXvVOU74XC77si52JBRe0Fd9h6TddiI5NJMloBBQo1DY4Omifnx8VbnX7MqZ8Ypp8n2yh0OD8fDEqTYGCOBSsSt95wTSt4JJlpVvlEkiPmV9Q78gP7IuqiE8uJoMKx1wgEGSR/DFtmyWyOm37hvRZenyBbSsXs+FkEpV7TWdYcAWLlpdWOlai97Tp2MydxdoxH3Kp+zAGdwzANbMmvI74UUHeoS5Ll8lTst2MXc33mVPz1d8a35YMGGh+exvPitTxTG8hATXeLUYwKd2jKnGu/h6TzVVtTIEW3xaD6Jf8k3JtGFQunT3sbNO1z9axAGa30DjjWczZEsNMYjQaefr0KQ4ODibC5yxAXZpWbXwYuW0fYTWCeebbainX5gPMd1lL+l22xbGA+Q00zkXIRpczxr48HQeXz6HGbPCu04P3cqg1cwjHXCAQmOFNmLZNTTanbd/0PuvvcHjTWjbuPEFkofq8M2cQbcplUvW2L0fnaUso8c0CFn09nv77a9Br9BiC05m3Tbh+kJ//fARKwGgkKSGEMxEaijrmYY0xgeA/jsFgQKVSZc0pB0CFR5NuNNj5KZtPNmFELTFj9jpQGI3G1z+vLBAI8iW6yzv46pdbyFZaHNzLUKdZbYoniyHUxcWjNjVtC4CB+HSmbdFHEXbvcbambdOiQONcBK+CFmjghiusGTKLx71X8nHtV0Eeb3afY7n0/TqO2dQnuGkFXLI5wZAQeoQf9j2hWo82lErHx5bCdvHZvF2EGpVYqa3R2jnhXro+HbvUzbMSYwLBf53o6Gi0Wi0aTXZuOpmYv3ZxIKkabYPccrWGu8A0wjEXCAT/USTu75zMyN+r8MmcF9O2AoFA8OaRlJREXFwcjo6OKBTZi/0XvF7ELIVAIPiP8nzaNno7m09Gi7BogUDwxpKYmIi1tbVwyv8FCMdcIBD8d9GWo+vAThTX6HK2KoBAIBDkEbIsYzAYshnCIsgviFAWgUAgEAgEgjeUhIQEZFnGzs7ShZAE+RmhmAsEAoFAIBC8gRiNRhITEzO3yqcgXyMcc4FAIBAIBII3kOyXSBTkN4RjLhAIBAKBQPAGotPpsLa2ft1mCHIQ4ZgLBAKBQCAQvGEkJSVhNBpRq3NoRWRBvkA45gKBQCAQCARvGKJE4r8T4ZgLBAKBQCAQZBsdUVEJeXIkUSLx34twzAUCgUAg+DchhXHwi/ls/jP+dVuSPnIEe+YMYv6Bx2YX+JIiz7PvwCWi8/0KYBLh26bw3rAVnIjJ/aMlJiaiVqtRKk27cbozy+g/+hvuSLlvizkkgx6dTpeJ//Rk2ty4M3w+eBhrzseZ/FqO2MPswdPYYeJEyLG3OHc1IvPHzGWsXrcBAoHgv4UuKgqjszM2r9sQgeBfSzQhfxzhH6/3IcD2dRtjHqNE7KMwHsUmmd9G/4i/Nq9i152xTH0nAGclQBwXd2ziyL1MuFTKAgS070R1t9yqXqKicLO3afDTVDb+2IYqvUuRW5HfL0okOjg4mN1GW7oM3re3c/RuZ4r65F7FFt2lDUzfGE+7kf2o7pr8ODp+n9+dBSf0FrUjSwYkpTcdZi9hQKVX16z+2kbGLw2j5fgRNPI0cUbtAmjb4idGL1xNhSUfUt0h+UAlhtObtnDFqw8DvNKeg6Q7v7By3kO6LhpN/QL5R6cWjrlAIMgzpPCfmDrkB9w+XsZHNRxfrzG60ywf+i2uk+bydtHXVGpMMqA3SGbVQlMo1Vo0mTI3jjOff8xG64HMeq8SaZYgkSPYM3cqpyqOZUKboqRoWo7l1oW72FUoQyFRjU2QCin0eyaP30qICf9YWbAxoxf0o1I2Iy1UhRsxYqqeuRNmMU0znVk9y2ELGGUJSbLQMZfD+GPfWTT1O1HdLWt2xBz7gtk//k06QwjASJxeJuSnmYy8UIj0aqUoi7Zg5ODGuGXWH5Rj+fv4MW5E6dFq05E3jPHYF7jFb1t3UqiyPelGoSsLUrp2AN5Z+K20pRvTrNAUPhkTxYCpI2j6shEtDSf8QMMXZsuyaXVfesLFbZ+zaOsdyvQZS59KKQeSmlKt6e4/kXmTFsCMj0w45yq8WrxPx99G8f3+LgQFe758hsWcWcvqs6Xou7AeLiYOrSnTmW5lP2DzT39T890y5JegIOGYCwSCPENV+C26NPiJaRt/ok2V3pR6ncUEtH74ed9mx9G7dCrqQ675nbpLbJi+gYR2o3ivumuK4+h+n0ePBSewSFOSJQySEu8Oc1g8oBIvX1/6q3w9filhLScwvJGnCZXOjoC2Ldk2eiGrKyzmw+qOKWIYY05/zZYrXvQZ4JX2HCTd4ZeVc3nYdTGj6xcQsY+ClEgJPI3zpvWUPvgn8ybkOzv4dHNcBk6s5ai9mzNyTDijJy/mm6Cl9C1jR8V2A6loaQO6X5h+cEs2LJBJehzC5biijknTbgAAIABJREFUDO4WkO3ZPv3Fb1ly9SGJWVl33RjDtaN7OfQAlMoMkj4dSuN4/zB792TQpqok2ir+eGuycIerPWkwbC42q6fwyfg56GeMo5VvShdXjjrBkrHLueFZh2bNW9A4qCh2ygTuntzJlk07ueJQl15zRlLfx8QiSUpnAt+bxgjdOD6dvhrHuQMJcrjL/lUbOfXklaSRpC6G5tKXzL3y4hOJiMsneWxTiaMrZ3PsxccKWyp2HEpbPzUoHakZ3IRvpm7laIfxNHTOH0844ZgLLEDP3b/OYShZhWL2mblwdURFGXF2FkEL/wlijvHF7B+4nsHb2BinRw75kVkjz1MofUmJFiOH0CjzkhKxIWc4fTMmAyXaSLx9AW79tpWfC1XGLn1JiYKlaxOQNUmJxs3cmPrJaJ4MmMqIpkVfKjPahhP5/pWkhKxUmnB+JZ5c3MaKRd9xp0wfxvRJ5pQDaErTqntlJs2byEJmMsKEc67yasH7HQ8y6vsDdAkKxvOVpMS61Wcp1XcR9UxLSnTuVo4PNv/I3zX7Uia/SEqC/IPCAU+/8pRP5lMZjIdRKxJz9DC25XsyZVFz7LNyD+YQSqdiVK1dl+RRD9LNn5i/JormU94hIIVpes58NYVDHkMY3qJIikFvXMJ+ll7Nmg1JxkLUHzCZNo6O+acai8qF6u9PY5RhHJ9MW4zD/JHUK/TqJCmdazB8YVHO/vIzP68fy6bVXhTX3uU2gQS/O5+hge7pq9VKF2oMGE+PyaNZuLQ0i8YHUqRsZfzj0j7h5Tu/sHavgXrvNKepf5W0bSk0eDm9sk1dohmNi3zI7oMPqNehcO4JNJlAOOavHR3hly/wpEBFyhU2vaSu4cIqBk17SI+NE2mY56vuykQeXcbURTepOaks71Wyt3C/Z4kwQ35w5+NlH1HDfCic4F+CnBRJyOU4ig7uTuVsS0oX+G7JVSKyJikRc/0oe/bfsyBExIHSjuEc3huewXYqSmqr4O+tyYJqrMazwTDm2KxmyifjmaufydhWvilfRHIUJ5aM4fMbntRp1oIWjYPwtlOScPckO7d8zc9XHKjbay4f1fch7SNAiXPge0wdkcD4T6ex2nEeA4McuLt/FV+fSpZUl6SmmOYSX829/HJPKeIyJx/bUunoCua8kpSwrdiJIW39UKPEsWYwTb6ZwvdHgxnX0Fmo5m86soSEClVe/JCGP1nWfyK7Hpq/E42yDFf60PoLACUuzaex4cOgZ19Kt/hx5gIeNP+UgdU1FPIunAdGZw45/j43rj7kaZouyjwNvcI/Kl2OHu/FgkIvnXLpOtsXbeJsTGYC4lQUbzmC3tVy8MWsdKHGwEkM2nQEk/qdjSeBrfsT2LoX4Wf3sHXLD1wLvcPNGyE8KueOZ0a+jcaXth+Nx/2RLwVVzhRq2JJyaTYycHXNdpSVg+ndrjkFLbnGVR7UrVuCTQcPE962CyZC0fMc4ZibQQr9iRlTfyAkR+birCjWYRpT23ubONATjq6ZwdHqK/i0SxHTozWjRFJS5uJQcwopdCcLlv6Bz4DPeMdipxzyMhFGkI9QOlOsam3qppSU2Db/f0Q1n0qflJIS+jNfMuVQYYYOb/FKxQWIi2d/ViUlVBRuNoJ5zbK4e66gwqX6+0wbZWD8J9NY7DCPkfXcXjm5SmdqDF9E0bO/sOvn9Yzd9AVFimu5dxsCg/syb2gg7ulLSrjUGMi4HpMYs3AppReNJ7BIWfz949I+N+Q7/Lp2D/p679C8aWUC07SlQOPl9Mo2dQmaNS7CsN0HeVCvA4XzwYtL8Az9+dWMXPqU4Pkf0dCS5DXDdTaPnsKfdecyJ7ho7quDaj+6TFvMWwYzA2zjYw4umcXFgMkMqeeEAgVWTp7JNtDxJCyUiFTKqD72CXF6I+aG7QqlNfbOdjn4zlHiWGsAsys4YhPyLRPm7Cb8hUn6aCISJL4Y9C7rUwnYuic6Yi5Mpf9vL1wtBQXqj2BWu37MKWmLeyZ/AFmWSUpKws4uWaaIFMXNsxfRvzWYFsUsaFCO5Pj6L7n8wIBMDpfmU3vTpE+353/oObv8fabtfUyaAHejjFGhwJj0iINrp3NooxUqBWBU4NNlAQt7ljB5barcKlMreY6AFMmNczeJevFbGJ9y7HQEXlVsuXn2NDeT76y0p0i5sqTVP5W4VA3C96sTnHrYES+P1/+Ay3XHXI76i50/neVR8vtKoUBlZY2tkxvepStSuYy7CRUoFfpHXDl+iCOnLxJyP5JovRon1yKUCKhDk0ZBFLVLe3mZOrZCoUSlscGpkBfFy/lTzsve9MNJiuVRpBuNJ/emcrbOUgJ/fDWLP+LyW0EeC5DusH3pesKqj2JhI48U5ynfJMII8j9yPPdvXOVhWkkJ+WkoV/+xIncr/0pc376QTWdjzL7ITaEq3orhvauRc5rSM+d54qCvOWJv6qljg2dga/oFtqZn+B/s2bqFH6+FcvvmdW49Kod7xpISvm1HMt79IT4FVTgXakjLtJIShqtr2KGsTHDv9rxlmaSER926lNj0G4fD29IlP0hKAkAi7MI5bikCKGxpiKG6OPUb+vD9pq84WG8STVyT7yfz+OhKZm+JpO5HY2nnm8qtlSM5tHwW2+Q2jBvakEIWHdIWN9+SmM23lMI5Z61A61KUkqXcLHQSdRxb9C7zT8ioTV2KxiSS7JswZe1HVDM7mM18X1UFfSlbENA1ZuCEIF6MNeSQH5ix7DFtx/YjIEUzBs588TH7irzPuFZFnvumCqwcPdA621DWOfO2jOhXAxeNJm0Ii0KDW9la1K1qQZiPdJvQ7+FxDp2X9I8lU6jVbFYMqJBskKTjl+nd2F1+BfM7eiT7zfUcnd+LTZlRIBNOs37qF9wrWRLXFwdwKo31jZ18dyPZdsYobl2xpt2yRXQ3UaFG5VqBsq6buXAhjmCP11yUgDxwzI1PL3Pgu+945OOPr/Pzi8kok6SPI+pBGPceJaD1qUP3oUPpUMHRxI0p8+TctyxbtoXj98DNrzLli5ejuLVETMQtjq6byo9bKtLxw4/pVS1lYtXLYxcLpESB58eWJRJ1MTwODyXsiZFCldvS/8M+1ClsYmytdKBIuUpUSv0+lJ9wbOkUfvYawfSOxTJQHWK4l37waj5FJvLgV2y5V4VB46qRMiciHyXCCPINSsfaDJhdEUebEL6dMIc94S8GowaiIxKQvhhE3/Up9zHqnqCLucC0/gdfPowUBeozfFZ7+s0phW1mJSWTSETdPMslfXM+aJHR/Qog8/j4Or68/ABDzktKeDd5h5ea0tllDJi2l8dpJSVkowKFMYlHB9cy/dBGrJ5JSih8urBgYS+Km5aU8E8pKRF54y9Col697aKOnSLCKwibm39wJqWkhF2R8pQ1EVKndKlGkO9XnDj1kI5eHvkiDvM/jxzFhYt3cCrXh+IWS8MqPJv3pd2+UWzYeIYaw6vxah5UScFqzQnaOpL1K38mcFZ7vJP90DGn1/HlgQQazKlpoVP+Aonw499yhKZ0rOmaQ7eTCr/ey03OMkt/f8WQ6U8y2D8bfdW64F3M5eWfhnh7rJQJuPgUp3iKW0dHiK0SjZMnvsWLp3PPWGZL/Tk1cDAkYm2yRKIRoyxbVqVGkjGafddm8rxIsUQ+jMWQvAXbgrg55lAegP4fDm49xt1k3VK6B9GuWdlX163KlxYfz6FTelN5sXuY3PNn89+rfSnpo+DojVvQtFJOWJ4t8iiURU3ZzlOZlCZA2sCTawfZuHwla6bOQrVwNu2TXwXIRB5fzoR5u4gq2Z6PJ/SioW/KUjpy7D/sX/0pX67bSfXK71A2zfWgpmzHSSaOrefBue18sWgtcyfpmbHoAwIsitSQuP/rMj4/5UKPto48fZx23Gm0sqWAo/bNjsU0XGfH93/h0XohdcxMkeaHRBhBbpEF5URVEN9nkhKNB04g6JWkxI8zlvK47VjeSykpYTizitH7vHh/XCs8n/umCitHPLTO2LySlJAfH2Xl7G94XHckY9r5ppqilok8tIzZ24y0HjeUhia9BgUat7LUqlvVgpJYErdDt5qTlHLAlpTHkgu1YtaKgVRI1pDul2l0312Bz+d3xCNZE/qj8+i9yfwUfloSOLN+Kl/cK0nJV5ISpa2v8/N315NtZyTq1hWs2y1nYXcTFWpUrpQv68rmCxeID/bIwVkEQVaRHx/nxDV7AtpVyFyZN00pOvSsx965m9kVXIUuyUuFqosTPLgTxz/+mtX7ajClxfNBmO4Cm9ccwrrlDLqWS/Uu1R3js7fbsjD5Z8Ykkhzfev6HAq0Uyo4Vy3EuPpGmOTLYzgGy0ldTzZTsxKRPDLik+RE0VOv/GaU0ZkJUM2lLcAklKr0KlSp1ayo0Wh0H5nXjsGU9B7T4W5kRDDNxXqTQbUwbupEbLxxnIxR4azpfDX/xnJWJ++d3ftx6JZk/JBESbiCSvXxvtE0mSciEhhoweiSzRY4h4s7tl4skJT24xBmNHU2alDUdx55lNHh5u/Hk77vAf8YxN4eaAn7NGDxR4uEHS/lx+wVaDq788iEj3d/PsiW7iCzTlzlTO1PSVCUd+xK8NewzasVb45C5pxPu/p34eMRDBo/bx7Zj3fFvllFik8zjU6uYtuIseis1a8cOYm3qLfSxxKqCGLZyKs1d31zXXHdhHwcfVqZni8zFIeZ1Iowgt8iOeqbFxbsYLzUlQzz2VkoSXHwonlJSQhdii1LjRGHf4qYV4BfWFKxG86CtjFq/gp8DUw3gY06x/ssDJDSYS810HGGjUUaWJAtWeZOQzUtKmbRFIjbyIbEpJSUKujnmUM1cPf8c3MqxlJISQe2aUfaVpIRvi9HM7pRexYFY9k7ugXlNSY1vSR8UR68TYmhKJZEw8pqReXTsMJdtqzEhC5nW9lU70rrYh2z/7hQtRtZMMdDSlOzM4ODjjN6wmt+qTqCxq8SN779gj9SE8T0qpZ0h1QbRf9FgqiW7JpJubGbSFy/+UlKgVj/eO/Ihq1bsp+Kk5uSDMF4gC319jvT3ZibO38eDTCV+qfBtP5UJbU2UJbXAFmViNFobExZpAvngfz/wQWZMyQBLz4vKtwdLdvR4/peBCysHMD/VKz4p/jERD4wpHPAonRF9zCMiHiR/H8hE6VKdUG1l3h5b+eX3T3ZO4N3fUhmbdI3NI3ryQ7rulp4YgydlzH6vwNXFGeOTR+k1kmfki+RPpWtNqpVexh83rxMpVX6eXKTj3Hdfc0rvz4APg0065a8asMUhM3mJydCWqUQZux1cD72PRHqOuZ6w35YzY8k+7vv25rO53Sie6s0qPTzCkvEredS6L40z5ZTLhB1aydzrpqOwjdE3eWpIZOcnMzlhslk1pdqOoEvFnCojpefy0VPEV36XGibreuaPRBhBLpNDihLqknSc9AmGtJISmmrv81kpTcrET9ONUDx4MB2Pj2LT6r3UmNLy+ctdx4XNazhk3ZLpXcuZzVVRabToDsylu+WSElp/KzOLcmTCFimUbdOG8HUKSak5078aTtDz0yHH3eTwj99xNfnMU0g4hkjY972MbTIj5NBQDMbklSlkYiPucOfO82yPpAdcOqPBrkkTyuaspITGy5tCT/7mbhxUcs54e0EuIt3lt4NXcarZLW2opSWofGnVsTY7Pv2OPV2q0TnFTLWG0p2H0OHkaL783+/494jifz8+pc7IXgSafM9qcCzkgUfycomPbFAlL5eoLEjd/v04OmwFn++r/OpZkmWMxIae5ejhm2nuUfnBXeLTLqNlhsz29fkx9E+JiCpCq6k9KW+JF2WM4eiKGfwZk15WlnlbKmmTSIgzYmX1/GByJGe37+CvxzlQEkJZkMpt2hKYolxq1s6LicZxqtieAWlizH9ld/keDEoTY36ETZm136oUnebMoG16CWrxvzK7/7507dQ62GGVEJvZo+cK+cIxR2mN1loJMXpe3soxx9l96CHOtT+gScZv7awjGTBIoNGmE3qiD+fYxoWsPKSm5ZSFuOz+hOnTVYwe04lyz5d/jb+5iyWzN/G44Vgmp5nezhi1nQuF3OxMOwJu7rQsmd7eKpytczCOXbrN+csxlGzpb/bxlh8SYSxPQBJklawqSkh/s3niPPZnTlJC5dueKRPamS5ZpSlJ58EdOTF6A6t/q8aExq5IN7ayeo9E4/E9qWTWGA2BH6zh+5yVlCyzReVLjyU7eakpXVjBwPmp6jsnxfM4IgI5uQMelYhRH8PDiIgUgw05SpeqyooW/7fH4v/i+yc7mJBWUuLa5uH0Sl9SQh9jwNO8pITC1RVn40keRUrgLEbRr5P4sz/w881itBheMcszLw7V29HEfRR7fr5Mu4Gp2tGW4e0P2nNy3CrG3ZBICBrM6OrZK5WpdKlHv96/8eHaVRwMmkSTbD28jTy58ht7ItP23phwn1ijxUsPZb2vKgc8SpdJUdtff2IZI7a7MnxGV0qliMqN5G9LJjbM2KKPj01ZItH4hAt7v+dooRZU9czGeZTDOL3nNKo6bQh0SfVdLlwDuYMStdYWO7t0nklGdYYDQaWVGiuDRUu95Tr5wzE33CQkVELrUxjX52dPf+08V+Lt8a9eOeViGjmKxIPDv3EusQjNAs3FgUk8OLyWTVdLM/iTd6nupoIKc3Bc/ynzR1yh+cAelAndysqttyjVZybTm/lmXGEmNUYlhYK68F4Xz/yRVKW7ze0HLhQrYSoZNxWvKREm8wlIgqyRReVE1hMd8ZQirabSwzJJiZijK5j5Z0y6lX40pTszuMMJxny5msP+PXjyv594WmckvdIYIxN5djs7/nqcA2VGlRSs3Ia2gS4p7gfLbcmgdacKtBuQNsb84O4K9BiUNsb8aOYlJUp1msv0tulVvYjj19n92Z+enVp77K0SiI2VIH88qf6bSGHs23oIQ80RtDRRYcJi1KV4q5kfP32/hzO9KlIrlQqjLVmLII+tfBvqQfCIWpbVhE4XJW6N3+PtA8NYt+441T6qTdbrXyjxbvYRM7Kc/JmSnOqrnPCY8AjNs6TxLP40qW1xRiY6dYlEAKzwadCXgY2ysbiJ7hciDmy12JbMnxeZh78vYeRlbQrRMfaejif/zGDE7ylPUtz9eDStMnuIB5z65gse2aQjTiaFEiqRTigLyEkSkip/uMT5wAodITs3si/Miap9gp474RKPbt7iiaIoJUrkxipfEnH3r3Jy33ds/P48Hp2m0MXPnMatwr3xOJY1Tv6RG9V7joaEicyeOJhEdRHeGjOXD+u4ZeFeNGBIArXa3LR53iM9iuCR5EpAFmJL8ioRxqIQCkHOkGXlRImDR2nKpJSUWD5iGy7DZ9I1paRE5N+W/KZayrz9Ae1OjmPVuH+QEqrwwejqpI24MvLkwl5+OFqI5lU9s6HyyISd3s1pVR3apJWULLTl9aNUa7G1s0vn3jOiyVBSUqO2MqA3ZLCdIBeRCN+3ks3XfenwaXYcWwAVHvUbUmHjWg6ejqFWg+SR5hK3tq1mV1J1GpU9z/6vd9NyRtvsL76i8qZVv27c3JtAlJFs2p9T5FxfJUMSssoqG4s3pbWl0fimeJoqkZhqv7B9i1m8PywDIUKJR6MhDLcodywnzosCZ/9gBrb1TfYMNnD2y4kcK9mTgfUKJPN7krj09VR+zUzzAGiwd3HHPb2MdMNTNIrodFsxJMRj0Hqku01ekWeOuSH2MQ8fvjicEUN8FBG3r/LHoV3sOn4f1xaj6V/7hUIr8zQmBqPKGyen7L7l9Pyx6n36vMjSNCaRGBdNdJwBWe1JvYGfMLxVCYtVeUPkVQ7v3sHP+04SUagm3cb3x+v+Qb5bMYQBu2rTuGkTGtUoi7uNpXYbMBjASp1/1rqWE+LRKW2xNVEb3hSvIxEmuyUaBZkjx9QzOZ7H4RGosyUplaJ2kAfffxuKR/AIaqVjjJVPffoObJz5WayX6Pg1Yj/f5YAt5pAe/s7SkZfRJnvvGmPD0D35h5kjDqUsARt3n3hN60weQebBqc2sfpTeU85AaMaSEkmSCjuR+PnakEJ3sOTLi3h3/ZSO6WVLW4iyYE1qllvNuuN/QoN6yY6zjc+3RFDzoykM9dzNuI/Ws2JXFaa3sUBYyQBN6c6MLP3iQNlsLAfIub4auH0nDIVrVRJ/38AW6yZ0qpW5Jd5N2fLFrtLM7Fgqw3119//hhlUdJvesZMaxk7jx/Vz2PLCsAEPOnBcFaicvSpUpkyLG/J69Eq1LMfzKpIwxj3TIwtWlLEC5pu3okEG5xD833U2nEYnIyChwKpj54+cCeeSYJ3Jq+bv0Wp7yU6W1M0X8Amk3eiwdGxRLEc9s0CeBSoXaxCBRCt3F4s9/S+kIKuwI6DmerhVSvzWsKN60H53KvvjRjBgS44l5FM6tv//i1P9G8P7B5vQb1o8G3iacYzma0PNnOXP2T86fO8/F2wm4VW5M69EraVzB9XlcXhXqtL3P+d92s3v3AoYujcGxWHkqVKxMnbfqp39qZD16g5HExze5cim9JXiS91WLW/ESFMol0VipUKI0SsgWOtp5nQiTyUgBQbbJQfVMMmCQVaizsR64dGsbq3clUb1RWc7v38juljNpa4ExUthelizeT1gG17XCoxFDh7dMEUKV07YkR+nsT/DAdvgkOyWGs18y6VgJegysT4Fkz8CkSxuZlnlJCbW9K27u9unMyhmI1iiISa8RQwIJBi0eWhHG8rpQuQTQ6h1XfJoVz5lVLZXOVKkexC/Jl7iW7rFr5Wbu+g9kdA1HNMoODOhwhNHrP2d3lem0Tp3zpf+Lr0YM4tvkF1fiYx5KtXLCQjPIPDz7A2tj0+ZlGZ9eJMroZVkzme1resT8wd7fH1O2S2WiT49kj70/wWYdc4mIc8e4WyiIQE8bs7a82/Z3Jn77FfvqzKa1p8mGUqBw8MSvfHkzQoSexF8sdPly8rzkNkY90fdDua1PZ0ZBF4Uu3RqzEmFhD7H3LJLT1mWJPHLMrak2eCVDazw/nOEm306ezn6nYCbMeRvfNL+xEns7WxRJ8cTpIc1VZu1C0ZKlcHj+gjXGXefQvgu4PDV15pUUKF6NWrVMXap90D84zlcz5/PpFAn7JUMJSu30SQ84+t1WzjlWpmr7j+gfVA5Pm0iOffMjW2+XIyAoED93G5RaDyo1f5dKzd9Fignl4ukTnP7biG1Gir8xmpj4JK5smcxYs7JccmQkuRjdli2hlyXL72YFOztsjXHExshga6EDlYeJMPkwUuBfTU6qZ4bbdwhTFKJa4iE2bLGmSafamVviXbrD9s+3EFHzIyYP9WTPuBFsWLGLoOltMq7sonvAPzfU1J7ck0pmnnzSja3M2/PAspVIs2NLMhRqJ4qUKkOZ5DHm9+xQal0p5lcmZYx5pEMWFEslBcs1pV2HDMol/rmJdDWlyEiicMbFNb8E3f0HsfWhTiufHGxQReG2k5LVIJe4v28lG/8uRc/FDXhWXExD6c4f0P7EGNZ/vofAaa1SXt9WPtTr1pGyqe8pjQfFc8XDUFO0Vgca30oyWc9f4VSBZq1LWfBcyUJfn6N08KVyUBwFX9wK+jvsWbScw45tmNGkEFGXU++gwatyfYK8X9Ttlgg/+iVLjQ58NbiyWVuKtnqXtqemp2tLyi7p0cXFmZmIMKCTLFkBIWvnRX//HGf/iSbB6jb3EqpSzKJp7RjO//Q1R+8bURh13Lqkw66UmSIYugiu336CrIshJgncNYDSATcvPSdXzuZkRofy8sXZXGCCFEbInUSKNi1uidG5Tp6FsqjtC1LopcTrSo93GnJ8zla+2t+AKc3dUzlbKgq6uWAlh3PvrgHKpdQGVG7V6fRe9Zd/S6HfcOlAiiXsLEbjXpN+H3Xk4tBv+fFQd4JapYojVZei64xldE3+maSiYBEXrpzexfLNi4lyLkuNeg1p0rgWZVw0qBy88W/kjX8jgBhup2dAfCSP4n3pumQZvUtYsCbhw58Y2y+9FK3so3L1xE3zkLCwF1d/1siNRJjsJyAJMkWOKicx/LH3d56U7YJ/9GlG7XHAP9i8Yy5FnOP4XVeqBBZ5HrokEbZrJZvv+jNgdA0cNUraDwjmyOh1LN9dhemtLUieVtjj6Vee8mZmm/SJByx8KOaALXmGkcTo+4Te1qejmCfwJH1JCSksjIf2hfF0EDfhvxXpwQFWrbtIkc4LaZn83taWpeugtpwYv5aVewOZ0jLZIE9ZgBLVamNS+8oVVBRv1JvsulBZ6usLC3yaM/TjZ/+Ou/UrG5asYn98TYZN7U15rcTRNEdzILDbSAJf/i3z9Gkcdt5OZm0xGAwYNaXoNqgtpyaYt+UVRhJOLqdfn1Xp9FpJ0Q7pP5kyf15kIk+tYeai31FXb01L/e9M+fAKbYYMonadrnRWpbZZTYXgj3BxckaJGveiRXDRJ6Cwssa331tUqe6RRnyLv76DxfM3cM05gLoux5jxUSRdhvajhV9thiyrnW5/LEGOucLVe16Ur5g/6sC+puRPJc41e9OjykmWbVzPiVojqeWY8qdwKOOHN39y7UokUrncXQJa5eVP+UKbOH4rFEid4GVqBxfK1A+mTP1gkBMIv3CI/Xu3sWB5HDMmtsI9E+8tQ+gtwlQeNM6UbJjLqItTwiuKo9ceIAV4Z/nc50YiTI4kIAksJOuKEkoHfCoHEfdKUuLOnkV8ftiRNjOaUiitpITGqzL1gopi93wXKfwoXy6VcVg1BH8NSPf3snLj35TquYQGz9cJ0JTuzKD2xxm7fjl7AqfTKmNJCYMujjgzsa0GnWTRqppZskV/n3Nn/yE6wYrb9xIIskxSIub8T2w6Go5RYUR36xI6u1Ivz1FKdERcv0OUrCP2laSEvZs3hpMrmJOxpISveUmJsJDbJBZtlksqqCBHyUopIvkRh/63lrOu7Zjf3jfNc19boTuDWp5g4roV7AucQgsPFSqPJgydkoBblvU3AU8EAAAaqklEQVQb47Pl4RV5PNjLQl9ToifyymF279jGruMPKdz4Pea/24wSdgASCoUCWZbNP0v0/3AtRIlXXXeztiQmJmJtbY22Yka2vECBTa0RbBxfP+s5NZk+Lwqi/vySaQtOU/LDzxhcyw0VvWh9ZhNLFw1hr3d9WjT05HakLUVdbJ63p8K9Ql3cn7fpHtiGLoEgG3TExUYTE/4P14zO+Pm6ADIxFzYxY/YurDvNYFlHP+zRc/fIOpbOHsB2n9o0qOFPuZI+uBcqiLOdDWqNCpUsIUkSBkMiOl0iOl08CXHxxMXHEBMdg9EtkFp+r5zwuD/P8HehQHrmE+fi9T1iVe4069uZ/cPX89Xm5gQOqJjiYlJ516R6sc1sOfQroe27mwh3yUGMSSRJCqzU6Uft6a/vYNW2W9gWLkIRbx+KlSpF8cKOFPZvTm//5vTO9IElHl67wWN3f3wsDC/PE1QeVPYvzDd//sGjLt6ZGmi8IncSYXIqAUmQMdlRlFD50Hzo6Gf/jrvFwQ2LWbU/nhrDptGrvBYpraSEQ2B3Rr6SlJCfRhFn542jCpAe8MuqdVws0pkFLZOr0VrKdv2AtifGsW7lXgKntEx3CtuYcJLl/fqwMp1+q4p2SP/6yoItcuQpvpy5kN/VNWjdMpFDU4Zyuc1QBtWuS9fOqjQ2qyt05CMXJ5yVoHb3pohLIvEKNVrf/jSrUj1FeAsA8dfZsXgeG685E1DXhWMzPuJRl6H0b+FH7SHLyLamJMdw5eo9ipSvmC+rzvzXSbh+kJ//fARKwGgkKSGEMxEaijpmwkVTutJowmYamd3AFv+B/2PHwGQfaT3ws3gFcwMh+77kp0txKBQqFAojsv4BF2/ZUv5t+5wPUZQfc2H/L1yLVUDcFW4bNJR48Z7NSl/1T7h16Sx/nDnDqVOnufLYgXJ1WzBkcWtqFU2eWK3C08udqK1LmRjpi5NVmih49BHX+CuuCqP9bUFpm8YWWZZJelkiUZHWljSoKNxsKFN07hbUtZe4f+EwFx8kQcJ5wiVryry4TDJ7XmKPseaz33DtO/+5U/7MFregXsxY1ZQ/9+xg775V/LgslCcGDfb2WtRWVqiMEklSEkmGpOf/N6A3PBNFFEoNRdrN4n8DXEAK4acv9qDqNJXxHUs/nznV4FWnP/OC2vDnr3v5/cx2jmwN4+HjKGJ1SanGpEqUKhVWVmrUajUaaw3W2gLUGlSLVxkQ0Zw+chHX2t0omU8S21+r9qHybcd7bX5h7PbV/Nj0M7oVT3ZWVMV4q3UVti35iXW/NGZSs9ThLjmH/uZZLkRa41vCO93tDNqi+FdM4u7du5w/cIQfV4XwwOCIV4nS+JUtT0X/ACqX88HZ0h9XjuLs2Zs4le1lUaJZ3qGiRL3aeG47xKF7beiSFeNyIREm3yaf/BvJtqIE+sgrHNm9nW27jvOwcGP6zu9Ls2eSEpJCiUKWkM1LSty8FoLSqy7uKplHv65m7VlX2s3vkHaQrq1At0GtODFxLSv2Baa7qqDCphbDN06gftYlJR4dypwtiqg/+WraZ5wu+SGfDa5NIRX0bH2aTUsXMnSvN/VbNKLw7Uhsi7pg87w9lXsF6ryUlKrQuksVkA3o4mKJiQnnn2tGnIv74qIGOeYCm2fMYpd1Z6Yv64ifPejvHmb90lkM2O5L7QY18C9XkqLuhSjobIeNWoNKJSNJEpLBQKJOR6IugfiEeOLj4oiNiSHG6EZADb9XTnjcWc78XYjAnqarKAleLxq7BG4ePUSoUYmV2hqtnROlOw6jY7X8VFZWTWFvT7RXb6IHlEoNNoUq0WH0ABpUNWenloJeviRlZRVbpT1Wsf9w/lw8Ko09Vd7py1tFs3j16m/w9aiRfBvhjl+lQKp2m8KImuXxMFl9TYVvl2l86nOaqw9i0Mvys1mBFygUqPxr0ymoDhXNlPhLTExEk26JRC1uJcpgTDZKtvEog2XLKinQGh5y7cp9UDtRd3B/mmb1fWpfnV4zvbAraiJ0T+NBQNv+BLQFkNFHP+JRVBwJegkZUCqVqFRWWKk1qDVqNBprrLU2aDWqV76eqgRvz16B7OCQdhZA60FAyz4EtEz+oYSkl57F2CtUWKlVGfqN8oND7L/kQ5N+xfLNs+01T0pqKd+lL41+n873a/bScHprXr3flbg1fZ93Do/g85UzWFNwOn2DCpo8cbJe/3LlycxieHCM1Uu2c69wcz6omX5VVTtvf+p5+yf7RCI+IoTL589x4cKf/LRoPQuinak9YDajmmUcfiOF/cpvlxyo2ql8lldvyy1UPs14q+w2fth2nrZDAtKdGsurRBiLQigEOUNWFCX0PLl1iT//OMOZUyc5feUxDuXq0XzIElrXKpqiJKnKswhuUVtZNjESHyerNA9Poz6Cq3/FETi6MrYosW00kU3mjcHWfyCr05eUUBVuxtApOoum3aX7Fzh88QFJJHAhXEL7SlLCNVO2xHJszWccdO3L/OdOOYDKrSq9ZnxB0z/3sGPvXlb9uJS7Twxo7O3Rqq2wUhmRkiSSkgwkPf+/QW9Aej7trynSjpmfD8QFiZCfVrFb1Ykp4ztS+vm4VuNVl37zqtL6z1/Z9/tpth/5jrCHj4mK1ZGUKsxBqVShsrJCrdag1mjQWGspUGsQNZMV1Yg+fZRLrrXpll8kJUEKVJ4tGb24ZcYbvma0ZdswqGwmdlD50n7Swoy3M4mGsh3HMr1jFndP0VRJuszbTGcbW8ve1aoClKrVjIyLHKbFaDSSmJiIg0M6hblVXrQYNScLrQMocQ7szODAjLfMGBVuvkUtOqbG0Q3PLBSu16R3HkzYo9KoMuFg67m6cydhVd+hST4KJ3790YIO1ejZszonFm1i7dHajK5XINloyYuWYycTNX0Gm6YM4nLj9rRpUhv/Eh44a2Viwv/h4qmDbP9xD3cKVqWNydGwkZiwq1y69OKFIpOUGE/0o3v8c+k0hw//xSPnOgyc+C7+mV5iVIWtW0mCmpQkqElHwEBUyHWiCliy0FACF7bt5m/PxrxfMb+55YDKg6Zdm7Jt2np+alWBrsXMv5DzIhEGsCyEQvCa0HPj61GM+vYB7n7+BFTtxuQRtSjvYWNSsVD5vs20T305ffUBMXoJY0pJCYXKn9qdqlLbnKRkAVq34pQxJqviY+OBn4UrdSu0eh5eu8ID1DjWHUz/pllN5rSneq+ZeNsVNTGQ1OAR0Jb+zyQlZH00kY+iiE3QI8mAUoFSZYXaSv3Saba21mKj1STL21BR4u05rJAdcEgrKeER0JLeKSUlJEmP9ExSQmWlzjgHRH7Aof0XKdqkH7lVCEogyO+obXJvDfLk6PV6rKysUKnEzZbbSOF7+fqgE23nVCPrb5qc5/U75igp1Ohd3t4/jDXrNvFW0GACkl3/SoeK9Jy9jPLbN/D19m/5dN/aFDFEVg7eVGowgDldW1LRxdSFrOf8hjGM3JCsTZU1WoeCePqUplqvqbRsXh1vU3lY0gPO7d5GXKbvj+ucT3b8aw9lSKUS6G98z5f746k+rG2+iWtKjbZCd/rXGcqnn/9EtVmdKW52/JD7iTDJbbIsEUaQt2go2WUemzrbYGuZpESBUrVolhVJySJUeLX4mNlZ3FvpXIXOg6vkjCVuvqQfJPf8mBpHCnk6UiizB9A4ZOqlolJpyMw7X391Bz+HVaNPEzEQFghym8TERGxsxBJ6eYGU5EzAO/1pk79iiVEYU0pV+RwdkbduEvrgCbGyFidXT3yLFyYri0VlhHRrI8OG7kIRUAqXbAW3Szy69he0XsayHr7PPoo7z+pREzngNojFk1uQGd/yRbnEiotysY55cmLOsnLULC4ETWLue5V5WSnNTCJM2+DUiTAStzaPYNjWOPwqpZMI88if0Ss/pnZ+GrYKBP91pHB2Tv6Y3wNnM6ejJct4CwSCrGIwGIiPj8fJyel1myJ4jeQDxTwzaHHxLYeLbx4cSlOQon4NaTCxP9WyFWkSz7EVkzhSMFkjNt5UadKbSg3fypRTDoCVM14li+KSV1VcHALpO7YX0yYs5H+VljGiukOeJ8IIBILXhGTAKaAP/dsIp1wgyG1elEgU/Ld5wxRzwesiISoKhbPzyyRQQ0I8RksTYQQCgUAgEJhFlmWio6NxcnJKpxqL4L+AcMwFAoFAIBAIXiPx8fEA2NrmTZKpIP8ilooQCAQCgUAgeE0YjUb0er0IYxEAwjEXCAQCgUAgeG2IEomC5AjHXCAQCAQCgeA1IZI+BckRjrlAIBAIBALBa8BgMGA0GlGr8+mCJoI8RzjmAoFAIBAIBK+BxMREtNo0y/YK/sMIx1wgEAgEAoEgj5EkiaSkJDQaUXhY8ArhmAsEAoFAIBDkMYmJiWg0GlG3XJAC4ZgLBAKBQCAQ5CGiRKLAHMIxFwgEAoFAIMhDRIlEgTmEY/6GIMeGcPqvu+hftyECgUAgEAiyhU6nE2q5wCT5wDHXcWZ5P0ZvuYP02myQMOh16HSZ+E+feWvjznzO4OH/43ycqW9lIvbMYvD0Hdwx0XT8zV9ZN2sKy49FImf6yAKBQCAQCPIDBoMBQJRIFJjE6nUbAFpK+3lze8cR7nbqjk+uzerouLRhGhsT2jHyvRq4Jj+O7hDzeyzghEVytIxkkFB6d2D24oFUsn3xuZ5rX49jaVhLxg9vjKeJ+80uoC0ttn3MwtUVWfJhdRySD4tiTrNpyxW8+gzEy8Q5sK/0DhMHhDFqyQJ+9p5OG28x/SUQCAQCwZuGKJEoSA+F0Wg05lbjcmwIZ07fJCYDidcYd46ta65S6r0uVLZLPztZWbA0tQO8yUpxIUPYbyyduoxLJQYwdURTvE02IiPLSpQm5hKkJxfZtmIRW+/40WfMUN4qlvLGkqPOsmbSXE54D2DGCNPOuRS6lTGjTlJr4VyCPV841zGcWTacJdE9WTi2IS7m5jHkKI4vHs5n99uxcHYHhG8uEAgEAsGbgyRJxMTE4OTkJKqxCEySq465FL6PpYv2cS8HYy9UJTswvn9tHLMYhCNFnmT1lE846vYuM8a2wjeFcy4TdWIJYz+/gWedpjRv0YQgbzuUCXc5uXMLm36+jEPdXvTv0QAfM4NdOfIEy8d/wiX/scwdWBWHu/v/396dR0dZ33scf8+ayQZhC2FTwAACSjSgbEqpO8gmXOoCVr2nHpaSHsRaqLRAoeiR67VcWhYFLYLA9RRU6jVlqYgIFIrEgyC3CCghgkkgIWSyzPY8z/2DgEMky2T33M/rn5xkZn7zTE5yzmd+830+D6+u28+FK7+DEEXeIDHx0d/NERm5HN2fRXSfVLrEffePaou5mXHTRtMjLOCb+Tt5KW05oaeWMfueVk1hFklERESqoaSkBICYmJgq7in/X9VrMG+qLoXnRWQkT2fRs0NoUy7dlp7N4MP0D9jy0RH8HbriOZMJqeN4auJIUttWvVcfOPUOc2ZuJPbpxTyfeo5d+76m+HtvTgxO71jN1sAQnnygG9eaNLO5O9L37ltIclz9uFMbnmHGrlReXPLkVaFdREREmibLsrh48SLx8fFqY5EKNWgwN45vZvH6DLyRPKOjK8OnP8Ht8XV7LMGs7azf3ZIRD/eteHTE9y0ZWzby9rsfkdV8IGMmPMao/h2oejLMIPfQPs5fP4BeCRX88wX/xevTfsPpsa8x9/6WEe18mxe2seDpt2j5/GukpWpOTUREpKnz+/0Eg0Hi4uIa+1CkCWvQkz+Ngq/I+CLA/VOH06UabxbN/L2seeMoOUGTui6QcXW6lyceLfsmkMHSSfPYmg/lJ74s08Jmswid38Hq+Tt5y+nABli26/nJK4uZ2PVaL8RBYspgEsN+YuSd4NDXF640qlgFezmQ24G+0SfJ+PTkVY+2x3akV892Fb4BsLcYwJCU1/jznqMEUlNrNG8vIiIiDcfn82mERarU4K0sNnciPQfdyW3VSJNGZhabyL/2jWY+e1Ys5O38O5kxcwydy410mHkfs/SF9zBH/Jq0HydWEestDLMNDy5cwaSbwhbyfcj8x9Lpvew/GJcUtkJgD4t+ug4zgp3/0k/fZN5rZ0hObn1lbKV59yhOfPAXToQfScEp/jdqDH/6Q2UNNXH0uSUZb/rnZBqpdNMnYiIiIk1WMBjEZrOpIlGq1PB1iZaFaRoY1agBN0yTCrOvvSW3P3AbG3+5hhUf9GXhmE58l08LObDmdf5eOpQXB14K5UZRHueKguELENMykWZ1tN0cOLmDjXvPhHWx22nbbzT39fzuIytH52E898J42lUSpIu2/paJH1T1bHaa3dCVVjmZZPqgW2ztjl1ERETqj9/v1wWFpFoaNpg7ovD4tvPSY59U/zGeFJwVNAq5uo7l5+P28tz6lWwbMJdhZWdJ+g5v4PWPoxg+/1F6eQAMsjbPI23diSvB2aIF989fzfR+ZcncLObkJ++y8V9hT2Z8zbfBfNi2CSv80yczi6ygRVL4j4pyOX06s2x9g5wvDuCOvYd7esbVS3OKo20SrY3PyT1vQKy2zEVERJoiwzAIhULExmoXTarWoMHcnTqVVZum1uWKJI+fxth9z7F25U5um303rY0TbFq5BePu2UzoE112PwedJ/yR9yeUfRs8zIrJL+G7aq0QJfk55JhhMdq8iM/y4z2XS074wLdZgK9cy4on5RFmpVy+/QL/M/tJdpY72tCxDTzz+DuVB/WAl2D7nlW+cntMDNF2P6WlJqBgLiIi0hRd3i1Xb7lUR70HczPvIH99/xD5ddBlbm+ZwshR5VpU3N0Z//OH2D/zdVZ9ksKECyt59+KdPPt4KhGd92xvzs2jJ39/xvyjdHpPmPL9GfM96yI+fme38bw4fxSJlSTzkh0LeXp7NRazTEzLhuNaV0ISERGRRmdZFoFAgGbNmjX2ocgPRL0Hc+vCYba+s5s2D9xO+1pkSPPsP9lywM4dI/vSqtxtnhsfYero/fz61VmcMErpN3Um/ROaYGC1O/HExFY6eWK5q7f7bRZ6KbZiiVHrkoiISJPk9/txOp3YtYkm1dQwoyzO6xn675O5qxaV274dOfz9LxXd6iF58G0kbXqbrKSxPDMosl5wAIxz7PrjsxwNP0ariDO+C5z8/XR2hedlq5jsEjcPRvgUZs4B/ntlHtGV3CeUlYVB1aMsoW/PkutOpF1LjbGIiIg0NZZl4ff7VZEoEWn4VhbjLNuWLGb72SpmW2xJ3JX2DMM6VSN4GqfYvDKdUP+76Pn5dtb97UEWjOoY2eS1PYGUsZMYFd5RGMzgjd/uIXnCFIa0CJsNCx1h3e92RLL6Ja5YWiUmEl/JmFmw0I3NW9VCBjnHjnOx4x3coOYlERGRJicUCqkiUSLW8MGcUrJPnsA5eC4T+1Tw9MZxNr20hZzS6qxnkPXXZbydO5AZc9Jov2UWM9YuI73fAka2jyCa21w079CdG28MnzE/Q5zdQ6suPbjxqhnzPOJrsFFtb9mLe0ePraIu8TPWf1PFQuZ5DmZk0S7lFtpqw1xERKTJ8fl8qkiUiDVCMAewE9++B717VzDbEvDxYUUdieUYZ9NZsSGLlEm/YkAzN/Yxk3lo93OsWZpO3/kjiSSb1zfL7yU7K5NAJS/Nd8FXcXd7GePMTj7+sj2DJt+gPhYREZEmxjAMDMPA7da1uSUyjRTMLYygj+LiCq4yFPRjWNW4rKaRzbYVa/my2+P819DWl+bK3d0ZP+Uh9s1aw7Itffndg+3LhdcA2YcOcrLQhzPzDKX9ulQ6832F93PeW7+bbMuG5TvFF75YusVeO2H7co+TWWDiK/ISoi1uwB6XSMfgPla8uK/Kp+rYOYGK/5VLObT5b2T1HsfMii8NKiIiIo1EFYlSU40TzK1S9i/9GU+sqOQ+jk48VGnuNMj58FXePNKB8a8Mv2pn3NPzEaaM+gfPv7mcranzGH55dsTM459vLGDxLhf9Rwwn8PEcfnF0FNOmDOaOR8bjKD9j4rqJsTNa0TzBDq62XNehNYESG05PF352Xyr9k8qfYlrC8fcXs+itYyTcOoRWe+cz4/zDpD09jB6D0/jT4Or/iioS/Oo91n7k5N5595KkXC4iItKkqCJRaqNxgrkthkHT3+L5H9W8psU8v5NVqw/SevQixnQun1A93PToVIbvm82by7eSOnc4SbYCPvvzPF45kMwv/nMag9o4YOIIPl2/hMVpW+n0o2H8uF0meTHX0Sq6bD1HW266o23Zmm1JHfETUjEJ+oop8nr59uQxrISudG7lArOQwxsW8EJ6FP82fynjesRB4Bt2r1nCC5M2c/3goQxI6UXydUm0aZlAbLQLt8OBaRgYRpCg34fP78NXUkpxSTElRV4KvSaJtw6kx+Xqx8BXvLd8EwV3/pLHKhoDEhERkUajikSpDZtlVWdmpOaME6uZ9qtMxq+fW1aXWEr2sRP4EnvTuUUVf7RGNoc/OUJOyKL08DusOj2UpS8/TMca7BQX7X2ZycuK+emi33BfucHzQPZnbHl/K//IOMKX3+QTdMcR53HjdNqxjBBGKEQwVPY1GCBoWIANu7sDo3+/nEl93Bgn1zJ97lGGzpnDuO5XD8f4sj9jx7ZdfHrkGKfOniO/oAhfqFwrjd2Ow+HE6XLhcrmJckfhaTGIKYsm0c8DmIUcWjWLBQdvZvbLU7g1PvLfgYiIiNQfy7IoLCwkNjYWp7ORpoXlB63+g/k36fxhWQ53zXuK1EjPgTALyNi0jj054IpuQdeBw7inV4vIO8oBjFxOnY3luk6xlT/eDFCYd46CIh8BwwTs2O0OHC4nLpcLt8uNOyoKT7QHtyN8pQBer0l8fDV3sg2DgHFpxt7mcOJyVP6qvPtfIW1JHmMXzmVUZ51MIiIi0tQEg0FKS0s1xiI1Vu/BXOqKj4ICi4SEap2qKiIiIg3M6/XidrtVkyg1ps9ZfjA8JCQ09jGIiIjItagiUeqCzkwQERERqSVVJEpdUDAXERERqYXLFYkaYZHaUjAXERERqQVVJEpd0V+QiIiISA1ZloXf78fj0fVFpPYUzEVERERqKBgMYrPZ1FsudULBXERERKSGLp/0KVIXFMxFREREakAViVLXFMxFREREakAViVLXFMxFREREIqSKRKkP/wdqBv4cSM48dAAAAABJRU5ErkJggg=="
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 2. 创建数组"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 创建数组需要：形状、数据类型、元素值。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 3. 访问元素"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 可以根据切片，或者间隔步长访问元素。\n",
    "\n",
    "② [::3,::2]是每隔3行、2列访问。"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 4. 张量数据操作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.1 导入torch库"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 虽然库为PyTorch库，但应该导入torch，而不是pytorch。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11])"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12) # 初始化一个0-11的张量\n",
    "x "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.2 访问张量形状"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 可以通过张量的shape属性来访问张量的形状和张量中元素的总数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([12])"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12) # 初始化一个0-11的张量\n",
    "x.shape # 张量的形状"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "12"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12) # 初始化一个0-11的张量\n",
    "x.numel() # 张量中元素的总数"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.3 改变张量形状"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 要改变一个张量的形状而不改变元素数量和元素值，可以调用reshape函数。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "tensor([[ 0,  1,  2,  3],\n",
       "        [ 4,  5,  6,  7],\n",
       "        [ 8,  9, 10, 11]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12) # 初始化一个0-11的张量\n",
    "x = x.reshape(3,4) # 一维张量改为3行四列的张量\n",
    "x"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.4 创建全0、全1张量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 使用全0、全1、其他常量或者从特定分布中随即采样的数字。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[0., 0., 0., 0.],\n",
      "         [0., 0., 0., 0.],\n",
      "         [0., 0., 0., 0.]],\n",
      "\n",
      "        [[0., 0., 0., 0.],\n",
      "         [0., 0., 0., 0.],\n",
      "         [0., 0., 0., 0.]]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "y = torch.zeros((2,3,4))\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[[1., 1., 1., 1.],\n",
      "         [1., 1., 1., 1.],\n",
      "         [1., 1., 1., 1.]],\n",
      "\n",
      "        [[1., 1., 1., 1.],\n",
      "         [1., 1., 1., 1.],\n",
      "         [1., 1., 1., 1.]]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "y = torch.ones((2,3,4))\n",
    "print(y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.5 创建特定值张量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 通过提供包含数值的Python列表（或嵌套列表）来为所需张量中的每个元素赋予确定值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[2, 1, 4, 3],\n",
      "        [1, 2, 3, 4],\n",
      "        [4, 3, 2, 1]])\n",
      "tensor([[[2, 1, 4, 3],\n",
      "         [1, 2, 3, 4],\n",
      "         [4, 3, 2, 1]]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "y = torch.tensor([[2,1,4,3],[1,2,3,4],[4,3,2,1]]) # 二维tensor\n",
    "z = torch.tensor([[[2,1,4,3],[1,2,3,4],[4,3,2,1]]]) # 三维tensor\n",
    "print(y)\n",
    "print(z)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "torch.Size([3, 4])\n",
      "torch.Size([1, 3, 4])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "y = torch.tensor([[2,1,4,3],[1,2,3,4],[4,3,2,1]]) # 二维tensor\n",
    "z = torch.tensor([[[2,1,4,3],[1,2,3,4],[4,3,2,1]]]) # 三维tensor\n",
    "print(y.shape)\n",
    "print(z.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.6 张量运算操作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 常见的标准算术运算符(+、-、\\*、/、和 \\*\\*)都可以被升级为按元素运算。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([ 3.,  4.,  6., 10.])\n",
      "tensor([-1.,  0.,  2.,  6.])\n",
      "tensor([ 2.,  4.,  8., 16.])\n",
      "tensor([0.5000, 1.0000, 2.0000, 4.0000])\n",
      "tensor([ 1.,  4., 16., 64.])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.tensor([1.0,2,4,8]) \n",
    "y = torch.tensor([2,2,2,2]) \n",
    "print(x+y)\n",
    "print(x-y)\n",
    "print(x*y)\n",
    "print(x/y)\n",
    "print(x**y) # **运算符是求幂运算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 对每个元素应用更多的计算。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([2.7183e+00, 7.3891e+00, 5.4598e+01, 2.9810e+03])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.tensor([1.0,2,4,8]) \n",
    "x = torch.exp(x) # e的x次方\n",
    "print(x)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.7 张量合并操作"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "⑧ 可以把多个张量结合在一起。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0.,  1.,  2.,  3.],\n",
      "        [ 4.,  5.,  6.,  7.],\n",
      "        [ 8.,  9., 10., 11.],\n",
      "        [ 2.,  1.,  4.,  3.],\n",
      "        [ 1.,  2.,  3.,  4.],\n",
      "        [ 4.,  3.,  2.,  1.]])\n",
      "tensor([[ 0.,  1.,  2.,  3.,  2.,  1.,  4.,  3.],\n",
      "        [ 4.,  5.,  6.,  7.,  1.,  2.,  3.,  4.],\n",
      "        [ 8.,  9., 10., 11.,  4.,  3.,  2.,  1.]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12,dtype=torch.float32).reshape((3,4))\n",
    "y = torch.tensor([[2.0,1,4,3],[1,2,3,4],[4,3,2,1]])\n",
    "m = torch.cat((x,y),dim=0) # 按行合并起来\n",
    "n = torch.cat((x,y),dim=1) # 按列合并起来\n",
    "print(m) \n",
    "print(n)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.8 张量逻辑运算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 通过逻辑运算符构建二元张量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0.,  1.,  2.,  3.],\n",
      "        [ 4.,  5.,  6.,  7.],\n",
      "        [ 8.,  9., 10., 11.]])\n",
      "tensor([[2., 1., 4., 3.],\n",
      "        [1., 2., 3., 4.],\n",
      "        [4., 3., 2., 1.]])\n",
      "tensor([[False,  True, False,  True],\n",
      "        [False, False, False, False],\n",
      "        [False, False, False, False]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12,dtype=torch.float32).reshape((3,4))\n",
    "y = torch.tensor([[2.0,1,4,3],[1,2,3,4],[4,3,2,1]])\n",
    "print(x) \n",
    "print(y)\n",
    "print(x == y) # 对应元素相等为 True，否则为 False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.9 张量累加运算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 对张量中所有元素进行求和会产生一个只有一个元素的张量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor(66.)\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12,dtype=torch.float32).reshape((3,4))\n",
    "print(x.sum()) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.10 张量广播运算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 即使形状不同，仍然可以通过调用广播机制(broadcasting mechanism) 来执行按元素操作。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[0],\n",
      "        [1],\n",
      "        [2]])\n",
      "tensor([[0, 1]])\n",
      "tensor([[0, 1],\n",
      "        [1, 2],\n",
      "        [2, 3]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "a = torch.arange(3).reshape((3,1))\n",
    "b = torch.arange(2).reshape((1,2))\n",
    "print(a)\n",
    "print(b)\n",
    "print(a+b) # a会复制出一个3*2的矩阵，b复制出一个3*2的矩阵，然后再相加，会得到一个3*2矩阵  "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.11 张量访问运算"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 可以用[-1]选择最后一个元素，可以用[1:3]选择第二个和第三个元素。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([ 8.,  9., 10., 11.])\n",
      "tensor([[ 4.,  5.,  6.,  7.],\n",
      "        [ 8.,  9., 10., 11.]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12,dtype=torch.float32).reshape((3,4))\n",
    "print(x[-1])    \n",
    "print(x[1:3])   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.12 张量元素改写"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 除读取外，还可以通过指定索引来将元素写入矩阵。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[ 0.,  1.,  2.,  3.],\n",
      "        [ 4.,  5.,  9.,  7.],\n",
      "        [ 8.,  9., 10., 11.]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12,dtype=torch.float32).reshape((3,4))\n",
    "x[1,2] = 9    \n",
    "print(x)   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 为多个元素赋值相同的值，只需要索引所有元素，然后为它们赋值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([[12., 12., 12., 12.],\n",
      "        [12., 12., 12., 12.],\n",
      "        [ 8.,  9., 10., 11.]])\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12,dtype=torch.float32).reshape((3,4))\n",
    "x[0:2,:] = 12    \n",
    "print(x)   "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.13 张量内存变化"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 运行一些操作可能会导致为新结果分配内容。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "False\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12,dtype=torch.float32).reshape((3,4))\n",
    "y = torch.tensor([[2.0,1,4,3],[1,2,3,4],[4,3,2,1]])\n",
    "before = id(y) \n",
    "y = x + y\n",
    "print(id(y) == before) # 运行操作后，赋值后的y的id和原来的id不一样   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "id(z): 2712056119192\n",
      "id(z): 2712056119192\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12,dtype=torch.float32).reshape((3,4))\n",
    "y = torch.tensor([[2.0,1,4,3],[1,2,3,4],[4,3,2,1]])\n",
    "z = torch.zeros_like(y) # z 的数据类型、尺寸和y一样，里面的元素全为0\n",
    "print(\"id(z):\",id(z))    \n",
    "z[:] = x + y\n",
    "print(\"id(z):\",id(z))    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 如果在后续计算中没有重复使用X，即内存不会过多复制，也可以使用X[:] = X + Y 或 X += Y 来减少操作的内存开销。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "True\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12,dtype=torch.float32).reshape((3,4))\n",
    "y = torch.tensor([[2.0,1,4,3],[1,2,3,4],[4,3,2,1]])\n",
    "before = id(x) \n",
    "x += y\n",
    "print(id(x) == before)    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.14 张量转Numpy"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 张量转 NumPy。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'> <class 'torch.Tensor'>\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "x = torch.arange(12,dtype=torch.float32).reshape((3,4))\n",
    "A = x.numpy()\n",
    "B = torch.tensor(A)\n",
    "print(type(A),type(B))    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 将大小为1的张量转为 Python 标量。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "tensor([3.5000])\n",
      "3.5\n",
      "3.5\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "import torch\n",
    "a = torch.tensor([3.5])\n",
    "print(a)\n",
    "print(a.item())\n",
    "print(float(a))\n",
    "print(int(a))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 5. 数据预处理"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.1 创建数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 创建一个人工数据集，并存储在csv(逗号分隔符)文件。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      ".\\01_Data\\01_house_tiny.csv\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "os.makedirs(os.path.join('.','01_Data'),exist_ok=True) # 相对路径，创建文件夹\n",
    "data_file = os.path.join('.','01_Data','01_house_tiny.csv')\n",
    "print(data_file)\n",
    "with open(data_file,'w') as f:\n",
    "    f.write('NumRooms,Alley,Price\\n') # 列名\n",
    "    f.write('NA,Pave,127500\\n')  # 每行表示一个数据样本\n",
    "    f.write('2,NA,106000\\n')\n",
    "    f.write('4,NA,178100\\n')\n",
    "    f.write('NA,NA,140000\\n')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.2 加载数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 从创建的csv文件中加载原始数据集。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   NumRooms Alley   Price\n",
      "0       NaN  Pave  127500\n",
      "1       2.0   NaN  106000\n",
      "2       4.0   NaN  178100\n",
      "3       NaN   NaN  140000\n"
     ]
    }
   ],
   "source": [
    "# 如果没有安装pandas，只需取消对以下行的注释：\n",
    "# !pip install pandas\n",
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "os.makedirs(os.path.join('.','01_Data'),exist_ok=True) # 相对路径，创建文件夹\n",
    "data_file = os.path.join('.','01_Data','01_house_tiny.csv')\n",
    "with open(data_file,'w') as f:\n",
    "    f.write('NumRooms,Alley,Price\\n') # 列名\n",
    "    f.write('NA,Pave,127500\\n')  # 每行表示一个数据样本\n",
    "    f.write('2,NA,106000\\n')\n",
    "    f.write('4,NA,178100\\n')\n",
    "    f.write('NA,NA,140000\\n')\n",
    "    \n",
    "data_file = os.path.join('.','01_Data','01_house_tiny.csv')\n",
    "data = pd.read_csv(data_file)\n",
    "print(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.3 预处理数据集"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① 为了处理缺失的数据，典型的方法包括插值和删除，这里，我们考虑插值。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   NumRooms Alley\n",
      "0       3.0  Pave\n",
      "1       2.0   NaN\n",
      "2       4.0   NaN\n",
      "3       3.0   NaN\n"
     ]
    }
   ],
   "source": [
    "# 如果没有安装pandas，只需取消对以下行的注释：\n",
    "# !pip install pandas\n",
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "os.makedirs(os.path.join('.','01_Data'),exist_ok=True) # 相对路径，创建文件夹\n",
    "data_file = os.path.join('.','01_Data','01_house_tiny.csv')\n",
    "with open(data_file,'w') as f:\n",
    "    f.write('NumRooms,Alley,Price\\n') # 列名\n",
    "    f.write('NA,Pave,127500\\n')  # 每行表示一个数据样本\n",
    "    f.write('2,NA,106000\\n')\n",
    "    f.write('4,NA,178100\\n')\n",
    "    f.write('NA,NA,140000\\n')\n",
    "    \n",
    "data_file = os.path.join('.','01_Data','01_house_tiny.csv')\n",
    "data = pd.read_csv(data_file)\n",
    "\n",
    "inputs, outputs = data.iloc[:,0:2], data.iloc[:,2]\n",
    "inputs = inputs.fillna(inputs.mean()) # 对 NaN 值用均值插值\n",
    "print(inputs)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "② 对于inputs中的类别值或离散值，将“NaN”视为一个类别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   NumRooms Alley\n",
      "0       3.0  Pave\n",
      "1       2.0   NaN\n",
      "2       4.0   NaN\n",
      "3       3.0   NaN\n",
      "   NumRooms  Alley_Pave  Alley_nan\n",
      "0       3.0           1          0\n",
      "1       2.0           0          1\n",
      "2       4.0           0          1\n",
      "3       3.0           0          1\n"
     ]
    }
   ],
   "source": [
    "# 如果没有安装pandas，只需取消对以下行的注释：\n",
    "# !pip install pandas\n",
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "os.makedirs(os.path.join('.','01_Data'),exist_ok=True) # 相对路径，创建文件夹\n",
    "data_file = os.path.join('.','01_Data','01_house_tiny.csv')\n",
    "with open(data_file,'w') as f:\n",
    "    f.write('NumRooms,Alley,Price\\n') # 列名\n",
    "    f.write('NA,Pave,127500\\n')  # 每行表示一个数据样本\n",
    "    f.write('2,NA,106000\\n')\n",
    "    f.write('4,NA,178100\\n')\n",
    "    f.write('NA,NA,140000\\n')\n",
    "    \n",
    "data_file = os.path.join('.','01_Data','01_house_tiny.csv')\n",
    "data = pd.read_csv(data_file)\n",
    "\n",
    "inputs, outputs = data.iloc[:,0:2], data.iloc[:,2]\n",
    "inputs = inputs.fillna(inputs.mean()) # 对 NaN 值用均值插值\n",
    "print(inputs)\n",
    "inputs = pd.get_dummies(inputs, dummy_na=True) # \n",
    "print(inputs) # Alley列中，如果之前值为Pave，则新赋值为1，如果之前值为Nan，则新赋值为1    "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5.4 数据集转张量"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "① inputs 和 outputs 中的所有条目都是数值类型，它们可以转换为张量格式。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   NumRooms  Alley_Pave  Alley_nan\n",
      "0       3.0           1          0\n",
      "1       2.0           0          1\n",
      "2       4.0           0          1\n",
      "3       3.0           0          1\n",
      "tensor([[3., 1., 0.],\n",
      "        [2., 0., 1.],\n",
      "        [4., 0., 1.],\n",
      "        [3., 0., 1.]], dtype=torch.float64)\n",
      "tensor([127500, 106000, 178100, 140000])\n"
     ]
    }
   ],
   "source": [
    "# 如果没有安装pandas，只需取消对以下行的注释：\n",
    "# !pip install pandas\n",
    "import pandas as pd\n",
    "import os\n",
    "\n",
    "os.makedirs(os.path.join('.','01_Data'),exist_ok=True) # 相对路径，创建文件夹\n",
    "data_file = os.path.join('.','01_Data','01_house_tiny.csv')\n",
    "with open(data_file,'w') as f:\n",
    "    f.write('NumRooms,Alley,Price\\n') # 列名\n",
    "    f.write('NA,Pave,127500\\n')  # 每行表示一个数据样本\n",
    "    f.write('2,NA,106000\\n')\n",
    "    f.write('4,NA,178100\\n')\n",
    "    f.write('NA,NA,140000\\n')\n",
    "    \n",
    "data_file = os.path.join('.','01_Data','01_house_tiny.csv')\n",
    "data = pd.read_csv(data_file)\n",
    "\n",
    "inputs, outputs = data.iloc[:,0:2], data.iloc[:,2]\n",
    "inputs = inputs.fillna(inputs.mean()) # 对 NaN 值用均值插值\n",
    "inputs = pd.get_dummies(inputs, dummy_na=True) # dummy_na=True 使得 Alley中的每种类型为一列，在各自的列中该类型为1，其余类型为0   \n",
    "print(inputs)\n",
    "x, y = torch.tensor(inputs.values), torch.tensor(outputs.values)\n",
    "print(x)\n",
    "print(y)"
   ]
  }
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